{"config":{"title":"Speech-to-text evidence benchmark","description":"Cross-benchmark speech recognition, release cohorts, local runtimes and documented API rates.","snapshot_date":"2026-10-19","path":"/stt/","language":"multilingual","default_test":"open-asr-english-2026-10-17","accuracy_tests":["open-asr-english-2026-10-17","open-asr-longform","open-asr-fleurs","open-asr-mcv","open-asr-mls","open-asr-robustness","open-asr-monsoon-hi","handy-fleurs-en","handy-librispeech-clean","moonshine-v2-paper","phonon-2-launch-english"],"focus_model":"phonon-2","ranking":"speech-distinct-corpora-v1","ranking_note":"Mean percentile across mature English short-form, CORAAL and fixed five-language FLEURS families. Six model configurations from three organizations mature a family; one runtime variant per weights identity in reference cohorts. Two families permit a provisional index. 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Do not equate leaderboard H200 batch speed with Mac single-stream measurements."},"fermion-phonon-2-launch":{"title":"Fermion Research: Introducing Phonon-2, Tables 1–3","url":"https://www.fermionresearch.com/research/phonon-2/","kind":"author_reported","publication_operator":"model_author","measurement_operator":"mixed","verified_on":"2026-10-19","quote":"the other rows were scored with its code on the full test sets","note":"Unmarked Phonon-2 and Phonon-1 accuracy rows are author runs; Redux is a competitor run by Fermion. Daggered accuracy rows are copied from an unspecified leaderboard revision, not new Fermion runs. Short dataset labels do not pin cleaned-reference versions or dataset commits. Keep this table separate from the current maintainer protocol. Table 3 is a 20-dictation throughput workload, not a standardized accuracy family."},"fermion-releases":{"title":"Fermion Research model release changelog","url":"https://www.fermionresearch.com/changelog/","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"September 29, 2026 · Models","note":"Explicit weights release entries: Phonon-2 on September 29, 2026; Phonon-1 on August 28, 2026. Core ML is a separate October 4 package release."},"stt-model-phonon-2":{"title":"FermionResearch/Phonon-2 model card","url":"https://huggingface.co/FermionResearch/Phonon-2/blob/fb09063c9dc8e130d97b3a2191ed5aed6b71bb31/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"fb09063c9dc8e130d97b3a2191ed5aed6b71bb31","verified_on":"2026-10-19","quote":"Phonon-2","note":"Low-bit Parakeet TDT 0.6B v3 derivative; English. Download size is not runtime memory."},"stt-model-phonon-1":{"title":"FermionResearch/Phonon-1 model card","url":"https://huggingface.co/FermionResearch/Phonon-1/blob/68f96e309cd19bf5b9b72c0ead80eed92a499eae/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"68f96e309cd19bf5b9b72c0ead80eed92a499eae","verified_on":"2026-10-19","quote":"Phonon-1","note":"Low-bit Qwen3-ASR derivative; English. The Phonon-2 launch comparison is a different protocol from the eight-set Phonon-1 model card."},"stt-model-parakeet-redux":{"title":"moondream/parakeet-redux model card","url":"https://huggingface.co/moondream/parakeet-redux/blob/2bf128600aac4b16946f7ed8372e56117fe5e23b/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"2bf128600aac4b16946f7ed8372e56117fe5e23b","verified_on":"2026-10-19","quote":"parakeet-redux","note":"Low-bit Parakeet derivative. Only the Fermion launch comparison is imported; exact launch checkpoint revision was not reported."},"stt-model-canary-180m-flash":{"title":"nvidia/canary-180m-flash model card","url":"https://huggingface.co/nvidia/canary-180m-flash/blob/b12ab418510d093e83890178fd0e8b0d0f7918a6/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"b12ab418510d093e83890178fd0e8b0d0f7918a6","verified_on":"2026-10-19","quote":"canary-180m-flash","note":"Launch-table accuracy is a leaderboard row quoted by Fermion; no matching current maintainer row is imported."},"stt-model-niagara-9m-batch-en":{"title":"abr-ai/niagara-9m-batch.en model card","url":"https://huggingface.co/abr-ai/niagara-9m-batch.en/blob/1521edf95a146d06e3c7c1ad18a7209a899bc570/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"1521edf95a146d06e3c7c1ad18a7209a899bc570","verified_on":"2026-10-19","quote":"niagara-9m-batch.en","note":"Exact public non-causal batch.en model; the commercial streaming model is a different deployment.","release_quote":"Release Date: September 11, 2026"},"stt-model-niagara-19m-batch-en":{"title":"abr-ai/niagara-19m-batch.en model card","url":"https://huggingface.co/abr-ai/niagara-19m-batch.en/blob/d0276b85317389bc679d0206f60d88779cfbd15a/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"d0276b85317389bc679d0206f60d88779cfbd15a","verified_on":"2026-10-19","quote":"niagara-19m-batch.en","note":"Exact public non-causal batch.en model; the commercial streaming model is a different deployment.","release_quote":"Release Date: April 15, 2026"},"stt-model-niagara-38m-batch-en":{"title":"abr-ai/niagara-38m-batch.en model card","url":"https://huggingface.co/abr-ai/niagara-38m-batch.en/blob/7bfe48fb7fb065484419b1860c6b3d4e4f817c0c/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"7bfe48fb7fb065484419b1860c6b3d4e4f817c0c","verified_on":"2026-10-19","quote":"niagara-38m-batch.en","note":"Exact public non-causal batch.en model; the commercial streaming model is a different deployment.","release_quote":"Release Date: April 15, 2026"},"stt-model-niagara-84m-batch-en":{"title":"abr-ai/niagara-84m-batch.en model card","url":"https://huggingface.co/abr-ai/niagara-84m-batch.en/blob/ed93390475b146ad5412c668f680609a3ffca1b0/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"ed93390475b146ad5412c668f680609a3ffca1b0","verified_on":"2026-10-19","quote":"niagara-84m-batch.en","note":"Exact public non-causal batch.en model; the commercial streaming model is a different deployment.","release_quote":"Release Date: September 12, 2026"},"stt-model-parakeet-tdt-0-6b-v3":{"title":"nvidia/parakeet-tdt-0.6b-v3 model card","url":"https://huggingface.co/nvidia/parakeet-tdt-0.6b-v3/blob/541d1f99c6b0c3cd0b11a95167540bb8edefd82b/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"541d1f99c6b0c3cd0b11a95167540bb8edefd82b","verified_on":"2026-10-19","quote":"parakeet-tdt-0.6b-v3","note":"Standard leaderboard configuration; fast-gpu-asr reruns are separate configurations and are not substituted.","release_quote":"Huggingface [08/14/2025]"},"stt-model-whisper-large-v3-turbo":{"title":"openai/whisper-large-v3-turbo model card","url":"https://huggingface.co/openai/whisper-large-v3-turbo/blob/41f01f3fe87f28c78e2fbf8b568835947dd65ed9/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"41f01f3fe87f28c78e2fbf8b568835947dd65ed9","verified_on":"2026-10-19","quote":"whisper-large-v3-turbo","note":"Open-weight large-v3-turbo only; no hosted Whisper or GPT transcription scores are inferred."},"stt-model-qwen3-asr-0-6b-hf":{"title":"Qwen/Qwen3-ASR-0.6B-hf model card","url":"https://huggingface.co/Qwen/Qwen3-ASR-0.6B-hf/blob/7f1569a48a89f3e3f4dc3a5c9d28bddd903bc76c/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"7f1569a48a89f3e3f4dc3a5c9d28bddd903bc76c","verified_on":"2026-10-19","quote":"Qwen3-ASR-0.6B-hf","note":"Exact Transformers-native -hf checkpoint from the leaderboard. Its original-model release date is not assigned to this variant."},"stt-model-qwen3-asr-1-7b-hf":{"title":"Qwen/Qwen3-ASR-1.7B-hf model card","url":"https://huggingface.co/Qwen/Qwen3-ASR-1.7B-hf/blob/bcd2b5b7f32b480ab5790554cfa8347f246a14f3/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"bcd2b5b7f32b480ab5790554cfa8347f246a14f3","verified_on":"2026-10-19","quote":"Qwen3-ASR-1.7B-hf","note":"Exact Transformers-native -hf checkpoint from the leaderboard. Its original-model release date is not assigned to this variant."},"stt-model-granite-speech-5-0-470m-turboctc":{"title":"ibm-granite/granite-speech-5.0-470m-turboctc model card","url":"https://huggingface.co/ibm-granite/granite-speech-5.0-470m-turboctc/blob/947f59af40db9791170a0628cf0f3f4812d720f1/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"947f59af40db9791170a0628cf0f3f4812d720f1","verified_on":"2026-10-19","quote":"granite-speech-5.0-470m-turboctc","note":"Apache-2.0 TurboCTC checkpoint; the -nc checkpoint is a distinct model and is not substituted.","release_quote":"**Release Date**: August 25, 2026"},"stt-model-voxtral-mini-4b-realtime-2602":{"title":"mistralai/Voxtral-Mini-4B-Realtime-2602 model card","url":"https://huggingface.co/mistralai/Voxtral-Mini-4B-Realtime-2602/blob/2769294da9567371363522aac9bbcfdd19447add/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"2769294da9567371363522aac9bbcfdd19447add","verified_on":"2026-10-19","quote":"Voxtral-Mini-4B-Realtime-2602","note":"Exact 2602 open-weight generation. The launch article estimates its bytes from parameter count; that estimate is not stored as an observed download size."},"stt-model-nemotron-3-5-asr-streaming-0-6b":{"title":"nvidia/nemotron-3.5-asr-streaming-0.6b model card","url":"https://huggingface.co/nvidia/nemotron-3.5-asr-streaming-0.6b/blob/ea30d66debe3740a08b573244286791d423d6b3e/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","revision":"ea30d66debe3740a08b573244286791d423d6b3e","verified_on":"2026-10-19","quote":"nemotron-3.5-asr-streaming-0.6b","note":"Exact Nemotron 3.5 generation; offline short-form scoring does not establish streaming latency.","release_quote":"Hugging Face [06/04/2026]"},"model-stt-edge0-ark-asr-0-6b":{"title":"Edge0/ARK-ASR-0.6B model card","url":"https://huggingface.co/Edge0/ARK-ASR-0.6B/blob/45776b56d58cdfb2e2eb632f7e110f38684633e0/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"ARK-ASR-0.6B","note":"Exact benchmark row: Edge0/ARK-ASR-0.6B. Model commit and evaluation date are unspecified unless the observation records them.","revision":"45776b56d58cdfb2e2eb632f7e110f38684633e0"},"metadata-stt-edge0-ark-asr-0-6b":{"title":"Edge0/ARK-ASR-0.6B Hub tensor metadata","url":"https://huggingface.co/api/models/Edge0/ARK-ASR-0.6B","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"45776b56d58cdfb2e2eb632f7e110f38684633e0"},"model-stt-edge0-ark-asr-3b":{"title":"Edge0/ARK-ASR-3B model card","url":"https://huggingface.co/Edge0/ARK-ASR-3B/blob/1e28271b79edc97635783bea65abc89195a09ed3/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"ARK-ASR-3B","note":"Exact benchmark row: Edge0/ARK-ASR-3B. Model commit and evaluation date are unspecified unless the observation records them.","revision":"1e28271b79edc97635783bea65abc89195a09ed3"},"metadata-stt-edge0-ark-asr-3b":{"title":"Edge0/ARK-ASR-3B Hub tensor metadata","url":"https://huggingface.co/api/models/Edge0/ARK-ASR-3B","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"1e28271b79edc97635783bea65abc89195a09ed3"},"model-stt-edge0-audio8-asr-0-1b":{"title":"Edge0/Audio8-ASR-0.1B model card","url":"https://huggingface.co/Edge0/Audio8-ASR-0.1B/blob/8487da63d581fa4fc9b5c60444cb57c3a523d7aa/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Audio8-ASR-0.1B","note":"Exact benchmark row: Edge0/Audio8-ASR-0.1B. Model commit and evaluation date are unspecified unless the observation records them.","revision":"8487da63d581fa4fc9b5c60444cb57c3a523d7aa"},"metadata-stt-edge0-audio8-asr-0-1b":{"title":"Edge0/Audio8-ASR-0.1B Hub tensor metadata","url":"https://huggingface.co/api/models/Edge0/Audio8-ASR-0.1B","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"8487da63d581fa4fc9b5c60444cb57c3a523d7aa"},"model-stt-bosonai-higgs-audio-v3-stt":{"title":"bosonai/higgs-audio-v3-stt model card","url":"https://huggingface.co/bosonai/higgs-audio-v3-stt/blob/2ffd1aa39f5a1266931e405cba12e404a9f994b2/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"higgs-audio-v3-stt","note":"Exact benchmark row: bosonai/higgs-audio-v3-stt. Model commit and evaluation date are unspecified unless the observation records them.","revision":"2ffd1aa39f5a1266931e405cba12e404a9f994b2"},"metadata-stt-bosonai-higgs-audio-v3-stt":{"title":"bosonai/higgs-audio-v3-stt Hub tensor metadata","url":"https://huggingface.co/api/models/bosonai/higgs-audio-v3-stt","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"2ffd1aa39f5a1266931e405cba12e404a9f994b2"},"metadata-stt-coherelabs-cohere-transcribe-03-2026":{"title":"CohereLabs/cohere-transcribe-03-2026 Hub tensor metadata","url":"https://huggingface.co/api/models/CohereLabs/cohere-transcribe-03-2026","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"d552dadc2922ba6f6c1f994f8db904d52dcaf942"},"model-stt-distil-whisper-distil-large-v3-5":{"title":"distil-whisper/distil-large-v3.5 model card","url":"https://huggingface.co/distil-whisper/distil-large-v3.5/blob/728a7691f3ff1d3d971528d3203a6e9559165d41/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"distil-large-v3.5","note":"Exact benchmark row: distil-whisper/distil-large-v3.5. Model commit and evaluation date are unspecified unless the observation records them.","revision":"728a7691f3ff1d3d971528d3203a6e9559165d41"},"metadata-stt-distil-whisper-distil-large-v3-5":{"title":"distil-whisper/distil-large-v3.5 Hub tensor metadata","url":"https://huggingface.co/api/models/distil-whisper/distil-large-v3.5","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"728a7691f3ff1d3d971528d3203a6e9559165d41"},"model-stt-espnet-owsm-ctc-v4-1b":{"title":"espnet/owsm_ctc_v4_1B model card","url":"https://huggingface.co/espnet/owsm_ctc_v4_1B/blob/8ab32d9d5a1dd84087ebf6e0ea17f38c92eddee0/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"owsm_ctc_v4_1B","note":"Exact benchmark row: espnet/owsm_ctc_v4_1B. Model commit and evaluation date are unspecified unless the observation records them.","revision":"8ab32d9d5a1dd84087ebf6e0ea17f38c92eddee0"},"model-stt-funaudiollm-fun-asr-nano-2512-hf":{"title":"FunAudioLLM/Fun-ASR-Nano-2512-hf model card","url":"https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf/blob/7ef6cafdc445b5beff0b730cbeb51952c793ca6e/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Fun-ASR-Nano-2512-hf","note":"Exact benchmark row: FunAudioLLM/Fun-ASR-Nano-2512-hf. Model commit and evaluation date are unspecified unless the observation records them.","revision":"7ef6cafdc445b5beff0b730cbeb51952c793ca6e"},"metadata-stt-funaudiollm-fun-asr-nano-2512-hf":{"title":"FunAudioLLM/Fun-ASR-Nano-2512-hf Hub tensor metadata","url":"https://huggingface.co/api/models/FunAudioLLM/Fun-ASR-Nano-2512-hf","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"7ef6cafdc445b5beff0b730cbeb51952c793ca6e"},"model-stt-google-gemma-4-12b-it":{"title":"google/gemma-4-12B-it model card","url":"https://huggingface.co/google/gemma-4-12B-it/blob/707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"gemma-4-12B-it","note":"Exact benchmark row: google/gemma-4-12B-it. Model commit and evaluation date are unspecified unless the observation records them.","revision":"707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7"},"metadata-stt-google-gemma-4-12b-it":{"title":"google/gemma-4-12B-it Hub tensor metadata","url":"https://huggingface.co/api/models/google/gemma-4-12B-it","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7"},"model-stt-google-gemma-4-e2b-it":{"title":"google/gemma-4-E2B-it model card","url":"https://huggingface.co/google/gemma-4-E2B-it/blob/3e22461f65e89153144f8adb70e3b8c2cc9845a7/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"gemma-4-E2B-it","note":"Exact benchmark row: google/gemma-4-E2B-it. Model commit and evaluation date are unspecified unless the observation records them.","revision":"3e22461f65e89153144f8adb70e3b8c2cc9845a7"},"metadata-stt-google-gemma-4-e2b-it":{"title":"google/gemma-4-E2B-it Hub tensor metadata","url":"https://huggingface.co/api/models/google/gemma-4-E2B-it","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"3e22461f65e89153144f8adb70e3b8c2cc9845a7"},"model-stt-google-gemma-4-e4b-it":{"title":"google/gemma-4-E4B-it model card","url":"https://huggingface.co/google/gemma-4-E4B-it/blob/ee0ef6023621cff504d758262d4e04895a5af4a2/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"gemma-4-E4B-it","note":"Exact benchmark row: google/gemma-4-E4B-it. Model commit and evaluation date are unspecified unless the observation records them.","revision":"ee0ef6023621cff504d758262d4e04895a5af4a2"},"metadata-stt-google-gemma-4-e4b-it":{"title":"google/gemma-4-E4B-it Hub tensor metadata","url":"https://huggingface.co/api/models/google/gemma-4-E4B-it","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"ee0ef6023621cff504d758262d4e04895a5af4a2"},"model-stt-hojoai-hojo-asr-v1":{"title":"HojoAI/Hojo-ASR-V1 model card","url":"https://huggingface.co/HojoAI/Hojo-ASR-V1/blob/a22c381896ce5f4b70038982bfb888fe9969ed99/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Hojo-ASR-V1","note":"Exact benchmark row: HojoAI/Hojo-ASR-V1. Model commit and evaluation date are unspecified unless the observation records them.","revision":"a22c381896ce5f4b70038982bfb888fe9969ed99"},"model-stt-ibm-granite-granite-4-0-1b-speech":{"title":"ibm-granite/granite-4.0-1b-speech model card","url":"https://huggingface.co/ibm-granite/granite-4.0-1b-speech/blob/bd87ab862416353633ea431fe49b1614003623c5/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"granite-4.0-1b-speech","note":"Exact benchmark row: ibm-granite/granite-4.0-1b-speech. Model commit and evaluation date are unspecified unless the observation records them.","revision":"bd87ab862416353633ea431fe49b1614003623c5","release_quote":"March 6, 2026"},"metadata-stt-ibm-granite-granite-4-0-1b-speech":{"title":"ibm-granite/granite-4.0-1b-speech Hub tensor metadata","url":"https://huggingface.co/api/models/ibm-granite/granite-4.0-1b-speech","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"bd87ab862416353633ea431fe49b1614003623c5"},"model-stt-ibm-granite-granite-speech-3-3-2b":{"title":"ibm-granite/granite-speech-3.3-2b model card","url":"https://huggingface.co/ibm-granite/granite-speech-3.3-2b/blob/4ac2f02f413c6169ae8c0ccc217115a366e552d7/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"granite-speech-3.3-2b","note":"Exact benchmark row: ibm-granite/granite-speech-3.3-2b. Model commit and evaluation date are unspecified unless the observation records them.","revision":"4ac2f02f413c6169ae8c0ccc217115a366e552d7","release_quote":"June 19, 2025"},"metadata-stt-ibm-granite-granite-speech-3-3-2b":{"title":"ibm-granite/granite-speech-3.3-2b Hub tensor metadata","url":"https://huggingface.co/api/models/ibm-granite/granite-speech-3.3-2b","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"4ac2f02f413c6169ae8c0ccc217115a366e552d7"},"model-stt-ibm-granite-granite-speech-3-3-8b":{"title":"ibm-granite/granite-speech-3.3-8b model card","url":"https://huggingface.co/ibm-granite/granite-speech-3.3-8b/blob/5670dcfae4a296e6993ac53eb25f638c6aaa54d0/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"granite-speech-3.3-8b","note":"Exact benchmark row: ibm-granite/granite-speech-3.3-8b. Model commit and evaluation date are unspecified unless the observation records them.","revision":"5670dcfae4a296e6993ac53eb25f638c6aaa54d0","release_quote":"June 19, 2025"},"metadata-stt-ibm-granite-granite-speech-3-3-8b":{"title":"ibm-granite/granite-speech-3.3-8b Hub tensor metadata","url":"https://huggingface.co/api/models/ibm-granite/granite-speech-3.3-8b","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"5670dcfae4a296e6993ac53eb25f638c6aaa54d0"},"model-stt-ibm-granite-granite-speech-4-1-2b":{"title":"ibm-granite/granite-speech-4.1-2b model card","url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b/blob/de575db64086f84fdc79da4932d1076e965bc546/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"granite-speech-4.1-2b","note":"Exact benchmark row: ibm-granite/granite-speech-4.1-2b. Model commit and evaluation date are unspecified unless the observation records them.","revision":"de575db64086f84fdc79da4932d1076e965bc546","release_quote":"April 29, 2026"},"metadata-stt-ibm-granite-granite-speech-4-1-2b":{"title":"ibm-granite/granite-speech-4.1-2b Hub tensor metadata","url":"https://huggingface.co/api/models/ibm-granite/granite-speech-4.1-2b","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"de575db64086f84fdc79da4932d1076e965bc546"},"model-stt-ibm-granite-granite-speech-4-1-2b-nar":{"title":"ibm-granite/granite-speech-4.1-2b-nar model card","url":"https://huggingface.co/ibm-granite/granite-speech-4.1-2b-nar/blob/a1e3416e25ce29ab3852778e54fa8b3bd59c4bf2/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"granite-speech-4.1-2b-nar","note":"Exact benchmark row: ibm-granite/granite-speech-4.1-2b-nar. 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May count stored/tied tensors differently from the model card.","revision":"a1e3416e25ce29ab3852778e54fa8b3bd59c4bf2"},"model-stt-ibm-granite-granite-speech-5-0-470m-turboctc-nc":{"title":"ibm-granite/granite-speech-5.0-470m-turboctc-nc model card","url":"https://huggingface.co/ibm-granite/granite-speech-5.0-470m-turboctc-nc/blob/af0a8e8663defc902944ebdae0d29a5219be11a3/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"granite-speech-5.0-470m-turboctc-nc","note":"Exact benchmark row: ibm-granite/granite-speech-5.0-470m-turboctc-nc. 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May count stored/tied tensors differently from the model card.","revision":"af0a8e8663defc902944ebdae0d29a5219be11a3"},"model-stt-microsoft-phi-4-multimodal-instruct":{"title":"microsoft/Phi-4-multimodal-instruct model card","url":"https://huggingface.co/microsoft/Phi-4-multimodal-instruct/blob/93f923e1a7727d1c4f446756212d9d3e8fcc5d81/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Phi-4-multimodal-instruct","note":"Exact benchmark row: microsoft/Phi-4-multimodal-instruct. 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May count stored/tied tensors differently from the model card.","revision":"93f923e1a7727d1c4f446756212d9d3e8fcc5d81"},"model-stt-microsoft-vibevoice-asr-hf":{"title":"microsoft/VibeVoice-ASR-HF model card","url":"https://huggingface.co/microsoft/VibeVoice-ASR-HF/blob/f22241c2062b3b25272bf117397e03d73381037a/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"VibeVoice-ASR-HF","note":"Exact benchmark row: microsoft/VibeVoice-ASR-HF. 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May count stored/tied tensors differently from the model card.","revision":"f22241c2062b3b25272bf117397e03d73381037a"},"model-stt-mistralai-voxtral-mini-3b-2507":{"title":"mistralai/Voxtral-Mini-3B-2507 model card","url":"https://huggingface.co/mistralai/Voxtral-Mini-3B-2507/blob/3060fe34b35ba5d44202ce9ff3c097642914f8f3/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Voxtral-Mini-3B-2507","note":"Exact benchmark row: mistralai/Voxtral-Mini-3B-2507. 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May count stored/tied tensors differently from the model card.","revision":"3060fe34b35ba5d44202ce9ff3c097642914f8f3"},"model-stt-mistralai-voxtral-small-24b-2507":{"title":"mistralai/Voxtral-Small-24B-2507 model card","url":"https://huggingface.co/mistralai/Voxtral-Small-24B-2507/blob/da5b42409f279fdd92febee0511a6c32828569c1/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Voxtral-Small-24B-2507","note":"Exact benchmark row: mistralai/Voxtral-Small-24B-2507. 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May count stored/tied tensors differently from the model card.","revision":"da5b42409f279fdd92febee0511a6c32828569c1"},"model-stt-nvidia-canary-1b-v2":{"title":"nvidia/canary-1b-v2 model card","url":"https://huggingface.co/nvidia/canary-1b-v2/blob/d455706339a6b32e1aa40f82c713a482a0c938e2/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"canary-1b-v2","note":"Exact benchmark row: nvidia/canary-1b-v2. 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May count stored/tied tensors differently from the model card.","revision":"d455706339a6b32e1aa40f82c713a482a0c938e2"},"model-stt-nvidia-canary-qwen-2-5b":{"title":"nvidia/canary-qwen-2.5b model card","url":"https://huggingface.co/nvidia/canary-qwen-2.5b/blob/b1469e1bba1cfe140205529c79c434ca47180960/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"canary-qwen-2.5b","note":"Exact benchmark row: nvidia/canary-qwen-2.5b. Model commit and evaluation date are unspecified unless the observation records them.","revision":"b1469e1bba1cfe140205529c79c434ca47180960","release_quote":"07/17/2025"},"metadata-stt-nvidia-canary-qwen-2-5b":{"title":"nvidia/canary-qwen-2.5b Hub tensor metadata","url":"https://huggingface.co/api/models/nvidia/canary-qwen-2.5b","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"b1469e1bba1cfe140205529c79c434ca47180960"},"model-stt-nvidia-nemotron-speech-streaming-en-0-6b":{"title":"nvidia/nemotron-speech-streaming-en-0.6b model card","url":"https://huggingface.co/nvidia/nemotron-speech-streaming-en-0.6b/blob/ebe59e5a817142986528bbbee5dba8db7b38ed50/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"nemotron-speech-streaming-en-0.6b","note":"Exact benchmark row: nvidia/nemotron-speech-streaming-en-0.6b. Model commit and evaluation date are unspecified unless the observation records them.","revision":"ebe59e5a817142986528bbbee5dba8db7b38ed50","release_quote":"03/13/2026"},"metadata-stt-nvidia-nemotron-speech-streaming-en-0-6b":{"title":"nvidia/nemotron-speech-streaming-en-0.6b Hub tensor metadata","url":"https://huggingface.co/api/models/nvidia/nemotron-speech-streaming-en-0.6b","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"ebe59e5a817142986528bbbee5dba8db7b38ed50"},"model-stt-nvidia-parakeet-ctc-1-1b":{"title":"nvidia/parakeet-ctc-1.1b model card","url":"https://huggingface.co/nvidia/parakeet-ctc-1.1b/blob/20e63a0fed6aedba145b74b826dbd41df0941730/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"parakeet-ctc-1.1b","note":"Exact benchmark row: nvidia/parakeet-ctc-1.1b. 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May count stored/tied tensors differently from the model card.","revision":"20e63a0fed6aedba145b74b826dbd41df0941730"},"model-stt-nvidia-parakeet-tdt-0-6b-v2":{"title":"nvidia/parakeet-tdt-0.6b-v2 model card","url":"https://huggingface.co/nvidia/parakeet-tdt-0.6b-v2/blob/ae9ad07059c7c739ffaf932226a8fe64ae2620b0/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"parakeet-tdt-0.6b-v2","note":"Exact benchmark row: nvidia/parakeet-tdt-0.6b-v2. Model commit and evaluation date are unspecified unless the observation records them.","revision":"ae9ad07059c7c739ffaf932226a8fe64ae2620b0","release_quote":"05/01/2025"},"model-stt-openai-whisper-large-v3":{"title":"openai/whisper-large-v3 model card","url":"https://huggingface.co/openai/whisper-large-v3/blob/06f233fe06e710322aca913c1bc4249a0d71fce1/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"whisper-large-v3","note":"Exact benchmark row: openai/whisper-large-v3. Model commit and evaluation date are unspecified unless the observation records them.","revision":"06f233fe06e710322aca913c1bc4249a0d71fce1"},"metadata-stt-openai-whisper-large-v3":{"title":"openai/whisper-large-v3 Hub tensor metadata","url":"https://huggingface.co/api/models/openai/whisper-large-v3","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"06f233fe06e710322aca913c1bc4249a0d71fce1"},"model-stt-openmoss-team-moss-transcribe-diarize":{"title":"OpenMOSS-Team/MOSS-Transcribe-Diarize model card","url":"https://huggingface.co/OpenMOSS-Team/MOSS-Transcribe-Diarize/blob/704aa4a9c304e8520be88901e0d1960158ef5b15/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"MOSS-Transcribe-Diarize","note":"Exact benchmark row: OpenMOSS-Team/MOSS-Transcribe-Diarize. Model commit and evaluation date are unspecified unless the observation records them.","revision":"704aa4a9c304e8520be88901e0d1960158ef5b15"},"metadata-stt-openmoss-team-moss-transcribe-diarize":{"title":"OpenMOSS-Team/MOSS-Transcribe-Diarize Hub tensor metadata","url":"https://huggingface.co/api/models/OpenMOSS-Team/MOSS-Transcribe-Diarize","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"704aa4a9c304e8520be88901e0d1960158ef5b15"},"model-stt-thestageai-thewhisper-large-v3-turbo":{"title":"TheStageAI/thewhisper-large-v3-turbo model card","url":"https://huggingface.co/TheStageAI/thewhisper-large-v3-turbo/blob/4ff34efcbdc13581fdcbc55b8a0b3e598bb941e4/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"thewhisper-large-v3-turbo","note":"Exact benchmark row: TheStageAI/thewhisper-large-v3-turbo. Model commit and evaluation date are unspecified unless the observation records them.","revision":"4ff34efcbdc13581fdcbc55b8a0b3e598bb941e4"},"metadata-stt-thestageai-thewhisper-large-v3-turbo":{"title":"TheStageAI/thewhisper-large-v3-turbo Hub tensor metadata","url":"https://huggingface.co/api/models/TheStageAI/thewhisper-large-v3-turbo","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"4ff34efcbdc13581fdcbc55b8a0b3e598bb941e4"},"open-asr-longform-2026-10-17":{"title":"Open ASR long-form results, pinned October 17 snapshot","url":"https://huggingface.co/datasets/hf-audio/leaderboard_longform/blob/4f164c2c904b630d9777323b5d2e7f1f549d0143/longform_latest.csv","kind":"official","publication_operator":"benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"model_id,Average,RTFx,earnings21,earnings22,tedlium,coraal_avg","note":"CORAAL mean is retained as published; it covers the entire CORAAL dataset per maintainer documentation. Earnings21/22 and TED-LIUM are detail columns; the overlapping full-table Average is not a separate core score. Negative RTFx sentinels are not imported.","revision":"4f164c2c904b630d9777323b5d2e7f1f549d0143"},"model-stt-nvidia-parakeet-ctc-0-6b":{"title":"nvidia/parakeet-ctc-0.6b model card","url":"https://huggingface.co/nvidia/parakeet-ctc-0.6b/blob/ad09ba1cc62743fbc9814de5d2016fca9096485a/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"parakeet-ctc-0.6b","note":"Exact benchmark row: nvidia/parakeet-ctc-0.6b. 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May count stored/tied tensors differently from the model card.","revision":"ad09ba1cc62743fbc9814de5d2016fca9096485a"},"model-stt-nvidia-parakeet-rnnt-0-6b":{"title":"nvidia/parakeet-rnnt-0.6b model card","url":"https://huggingface.co/nvidia/parakeet-rnnt-0.6b/blob/1b6b548f70b93d2410c3d13cc0654cab300f06ef/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"parakeet-rnnt-0.6b","note":"Exact benchmark row: nvidia/parakeet-rnnt-0.6b. 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May count stored/tied tensors differently from the model card.","revision":"1b6b548f70b93d2410c3d13cc0654cab300f06ef"},"model-stt-nvidia-parakeet-rnnt-1-1b":{"title":"nvidia/parakeet-rnnt-1.1b model card","url":"https://huggingface.co/nvidia/parakeet-rnnt-1.1b/blob/2acc4c61eede2f52ddefe74935de1930a9064d4a/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"parakeet-rnnt-1.1b","note":"Exact benchmark row: nvidia/parakeet-rnnt-1.1b. 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May count stored/tied tensors differently from the model card.","revision":"2acc4c61eede2f52ddefe74935de1930a9064d4a"},"model-stt-nvidia-parakeet-tdt-1-1b":{"title":"nvidia/parakeet-tdt-1.1b model card","url":"https://huggingface.co/nvidia/parakeet-tdt-1.1b/blob/53276c6469d1f17a1352e30c4d11be3d0d7e9575/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"parakeet-tdt-1.1b","note":"Exact benchmark row: nvidia/parakeet-tdt-1.1b. 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Secondary evidence, outside core ranking.","revision":"53fc35a7dbcde83c72aee6a10bfec8508cdd60b5"},"open-asr-multi-nl":{"title":"Open ASR Dutch results","url":"https://huggingface.co/datasets/hf-audio/multilingual_evals/blob/0edbfe30d7d9673919dbc3e3ce4e13b0cd0bc244/multilingual_nl.csv","kind":"official","publication_operator":"benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"FLEURS WER","note":"Exact language-specific WER columns, test split. Source labels do not establish model commits or individual execution operators. Hindi uses Voice Arena Monsoon, not FLEURS. 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Missing columns are never substituted.","revision":"e99277674581549da40500936f934ae20a7aa1c7"},"model-stt-hojoai-hojo-asr-multi-v1":{"title":"HojoAI/Hojo-ASR-Multi-V1 model card","url":"https://huggingface.co/HojoAI/Hojo-ASR-Multi-V1/blob/aa1d0dfc369deb3b3235572fa151acd7b498481f/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Hojo-ASR-Multi-V1","note":"Exact benchmark row: HojoAI/Hojo-ASR-Multi-V1. 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May count stored/tied tensors differently from the model card.","revision":"3d33597edbdaaba14a8e858e2c8caa76e3cec0cd"},"model-stt-facebook-seamless-m4t-v2-large":{"title":"facebook/seamless-m4t-v2-large model card","url":"https://huggingface.co/facebook/seamless-m4t-v2-large/blob/5f8cc790b19fc3f67a61c105133b20b34e3dcb76/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"seamless-m4t-v2-large","note":"Exact benchmark row: facebook/seamless-m4t-v2-large. Model commit and evaluation date are unspecified unless the observation records them.","revision":"5f8cc790b19fc3f67a61c105133b20b34e3dcb76"},"metadata-stt-facebook-seamless-m4t-v2-large":{"title":"facebook/seamless-m4t-v2-large Hub tensor metadata","url":"https://huggingface.co/api/models/facebook/seamless-m4t-v2-large","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"5f8cc790b19fc3f67a61c105133b20b34e3dcb76"},"model-stt-nvidia-stt-hy-fastconformer-hybrid-large-pc":{"title":"nvidia/stt_hy_fastconformer_hybrid_large_pc model card","url":"https://huggingface.co/nvidia/stt_hy_fastconformer_hybrid_large_pc/blob/353b40909f02cf5b74a577294822d8c73fbb1ca1/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"stt_hy_fastconformer_hybrid_large_pc","note":"Exact benchmark row: nvidia/stt_hy_fastconformer_hybrid_large_pc. 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Model commit and evaluation date are unspecified unless the observation records them.","revision":"34b9a04469d7acb32b99c85f43022320f41f946d"},"metadata-stt-bharatgenai-shrutam-2":{"title":"bharatgenai/Shrutam-2 Hub tensor metadata","url":"https://huggingface.co/api/models/bharatgenai/Shrutam-2","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"34b9a04469d7acb32b99c85f43022320f41f946d"},"moonshine-v2-paper":{"title":"Moonshine v2 paper, Tables 1–3","url":"https://arxiv.org/html/2602.12241v1","kind":"author_reported","publication_operator":"model_author","measurement_operator":"Moonshine AI","verified_on":"2026-10-19","quote":"WER (%) for Moonshine v2 on Open ASR benchmarks.","note":"Author-run eight-set evaluation. Exact cleaned-reference versions/checkpoint commits are unspecified. Table 2 is end-of-utterance response latency on an Apple MacBook M3, not RTFx or time to first token. Parameter counts differ from current Hub tensor metadata and are retained separately."},"model-stt-usefulsensors-moonshine-streaming-tiny":{"title":"moonshine-ai/moonshine-streaming-tiny model card","url":"https://huggingface.co/moonshine-ai/moonshine-streaming-tiny/blob/f8e9dfd8c562c257c151a907b7b7f2fe8ff8511a/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"moonshine-streaming-tiny","note":"Exact benchmark row: UsefulSensors/moonshine-streaming-tiny. 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May count stored/tied tensors differently from the model card.","revision":"2c036506f23a09c18df5a50057599ba6d9280999"},"model-stt-usefulsensors-moonshine-streaming-medium":{"title":"moonshine-ai/moonshine-streaming-medium model card","url":"https://huggingface.co/moonshine-ai/moonshine-streaming-medium/blob/57b843633a8c183cadf6699ffa761377a933a866/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"moonshine-streaming-medium","note":"Exact benchmark row: UsefulSensors/moonshine-streaming-medium. Model commit and evaluation date are unspecified unless the observation records them.","revision":"57b843633a8c183cadf6699ffa761377a933a866"},"metadata-stt-usefulsensors-moonshine-streaming-medium":{"title":"moonshine-ai/moonshine-streaming-medium Hub tensor metadata","url":"https://huggingface.co/api/models/moonshine-ai/moonshine-streaming-medium","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"57b843633a8c183cadf6699ffa761377a933a866"},"model-stt-usefulsensors-moonshine-tiny":{"title":"moonshine-ai/moonshine-tiny model card","url":"https://huggingface.co/moonshine-ai/moonshine-tiny/blob/390624ed33d594443aa4aa221f5b9f283b545b5a/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"moonshine-tiny","note":"Exact benchmark row: UsefulSensors/moonshine-tiny. Model commit and evaluation date are unspecified unless the observation records them.","revision":"390624ed33d594443aa4aa221f5b9f283b545b5a"},"metadata-stt-usefulsensors-moonshine-tiny":{"title":"moonshine-ai/moonshine-tiny Hub tensor metadata","url":"https://huggingface.co/api/models/moonshine-ai/moonshine-tiny","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"390624ed33d594443aa4aa221f5b9f283b545b5a"},"model-stt-usefulsensors-moonshine-base":{"title":"moonshine-ai/moonshine-base model card","url":"https://huggingface.co/moonshine-ai/moonshine-base/blob/7a73d8d55ac0ba2ef3ae761593f6784b51f96dcf/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"moonshine-base","note":"Exact benchmark row: UsefulSensors/moonshine-base. Model commit and evaluation date are unspecified unless the observation records them.","revision":"7a73d8d55ac0ba2ef3ae761593f6784b51f96dcf"},"metadata-stt-usefulsensors-moonshine-base":{"title":"moonshine-ai/moonshine-base Hub tensor metadata","url":"https://huggingface.co/api/models/moonshine-ai/moonshine-base","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"7a73d8d55ac0ba2ef3ae761593f6784b51f96dcf"},"model-stt-openai-whisper-tiny":{"title":"openai/whisper-tiny model card","url":"https://huggingface.co/openai/whisper-tiny/blob/169d4a4341b33bc18d8881c4b69c2e104e1cc0af/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"whisper-tiny","note":"Exact benchmark row: openai/whisper-tiny. Model commit and evaluation date are unspecified unless the observation records them.","revision":"169d4a4341b33bc18d8881c4b69c2e104e1cc0af"},"metadata-stt-openai-whisper-tiny":{"title":"openai/whisper-tiny Hub tensor metadata","url":"https://huggingface.co/api/models/openai/whisper-tiny","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. May count stored/tied tensors differently from the model card.","revision":"169d4a4341b33bc18d8881c4b69c2e104e1cc0af"},"model-stt-openai-whisper-base":{"title":"openai/whisper-base model card","url":"https://huggingface.co/openai/whisper-base/blob/e37978b90ca9030d5170a5c07aadb050351a65bb/README.md","kind":"author_reported","publication_operator":"model_author","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"whisper-base","note":"Exact benchmark row: openai/whisper-base. Model commit and evaluation date are unspecified unless the observation records them.","revision":"e37978b90ca9030d5170a5c07aadb050351a65bb"},"metadata-stt-openai-whisper-base":{"title":"openai/whisper-base Hub tensor metadata","url":"https://huggingface.co/api/models/openai/whisper-base","kind":"metadata","publication_operator":"platform_metadata","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"safetensors","note":"Hub safetensors parameter count, not a download-size or RAM estimate. 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Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-parakeet-tdt-1-1b":{"title":"transcribe.cpp parakeet-tdt-1.1b Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/parakeet-tdt-1.1b.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-parakeet-tdt-ctc-1-1b":{"title":"transcribe.cpp parakeet-tdt_ctc-1.1b Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/parakeet-tdt_ctc-1.1b.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-parakeet-tdt-ctc-110m":{"title":"transcribe.cpp parakeet-tdt_ctc-110m Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/parakeet-tdt_ctc-110m.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-parakeet-ultra":{"title":"transcribe.cpp Parakeet Ultra Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/parakeet-ultra.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-parakeet-unified-en-0-6b":{"title":"transcribe.cpp Parakeet Unified EN 0.6B Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/parakeet-unified-en-0.6b.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-phonon-2":{"title":"transcribe.cpp Phonon-2 Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/phonon-2.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-qwen3-asr-0-6b":{"title":"transcribe.cpp qwen3-asr-0.6b Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/qwen3-asr-0.6b.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-qwen3-asr-1-7b":{"title":"transcribe.cpp qwen3-asr-1.7b Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/qwen3-asr-1.7b.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-sensevoice-small":{"title":"transcribe.cpp sensevoice-small Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/sensevoice-small.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-voxtral-mini-3b-2507":{"title":"transcribe.cpp voxtral-mini-3b-2507 Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/voxtral-mini-3b-2507.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. 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Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-voxtral-small-24b-2507":{"title":"transcribe.cpp voxtral-small-24b-2507 Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/voxtral-small-24b-2507.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. 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Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-base":{"title":"transcribe.cpp whisper-base Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-base.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-large-v2":{"title":"transcribe.cpp whisper-large-v2 Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-large-v2.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-large-v3-turbo":{"title":"transcribe.cpp Whisper large-v3-turbo Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-large-v3-turbo.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-large-v3":{"title":"transcribe.cpp whisper-large-v3 Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-large-v3.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-large":{"title":"transcribe.cpp whisper-large Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-large.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-medium-en":{"title":"transcribe.cpp whisper-medium.en Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-medium.en.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-medium":{"title":"transcribe.cpp whisper-medium Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-medium.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-small-en":{"title":"transcribe.cpp whisper-small.en Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-small.en.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-small":{"title":"transcribe.cpp whisper-small Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-small.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-tiny-en":{"title":"transcribe.cpp whisper-tiny.en Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-tiny.en.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"handy-whisper-tiny":{"title":"transcribe.cpp whisper-tiny Q8_0 catalog","url":"https://github.com/handy-computer/transcribe.cpp/blob/9f102d1ab18d01c0e21f9b3465531360c888251d/catalog/whisper-tiny.json","kind":"community","publication_operator":"runtime_benchmark_maintainer","measurement_operator":"unspecified","verified_on":"2026-10-19","quote":"Q8_0","note":"Published runtime benchmark, not the upstream full-precision checkpoint. Original measurement provenance, engine SHA, CI95, batch size and utterance counts are retained. Publication does not identify a particular execution operator.","revision":"9f102d1ab18d01c0e21f9b3465531360c888251d"},"deepgram-pricing":{"title":"Deepgram official speech API pricing","url":"https://deepgram.com/pricing","kind":"vendor","publication_operator":"vendor","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Nova-3 Monolingual","note":"Pay-as-you-go standard rates are separate from Growth discounts and current streaming promotions; optional diarization/keyterm add-ons are excluded. Minute rates are normalized only by multiplying by 60."},"assembly-pricing":{"title":"AssemblyAI official API pricing","url":"https://www.assemblyai.com/pricing","kind":"vendor","publication_operator":"vendor","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Universal-3.5 Pro","note":"Pre-recorded Pay As You Go Universal-3.5 Pro is $0.21 per audio hour; Universal-2 is $0.15. Optional add-ons and realtime products are separate."},"gladia-pricing":{"title":"Gladia official speech API pricing","url":"https://www.gladia.io/pricing","kind":"vendor","publication_operator":"vendor","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"Solaria-3","note":"Self-serve async Solaria-3, 0–100 hours/month, is EUR 0.16 per hour. Live service is EUR 0.68 per hour. Currency stays EUR; no USD exchange-rate assumption."},"mistral-transcribe-pricing":{"title":"Mistral Voxtral Mini Transcribe 2602 official model pricing","url":"https://docs.mistral.ai/models/voxtral-mini-transcribe-26-02","kind":"vendor","publication_operator":"vendor","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"voxtral-mini-2602","note":"USD 0.003 per minute for hosted Voxtral Mini Transcribe 2602. This is not the open Voxtral Mini 4B Realtime 2602 checkpoint."},"soniox-pricing":{"title":"Soniox official token pricing","url":"https://soniox.com/pricing","kind":"vendor","publication_operator":"vendor","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"All API costs are calculated based on tokens.","note":"The page gives approximate hourly equivalents, not flat hourly tariffs. Actual per-million audio/text token rates are preserved; no hourly price is inferred."},"open-asr-multilingual-protocol":{"title":"Open ASR multilingual prepared test datasets","url":"https://huggingface.co/datasets/nithinraok/asr-leaderboard-datasets","kind":"official","publication_operator":"benchmark_maintainer","measurement_operator":"not_applicable","verified_on":"2026-10-19","quote":"fleurs_fr","note":"Prepared FLEURS, MCV and MLS test configurations use corpus_language names. Exact dataset commit for each published run is unspecified. Armenian is hosted separately; Hindi uses public Monsoon lattice references and voi-oiwer, as documented in Open ASR constants."}},"tests":[{"id":"fermion-20-dictations","label":"Fermion 20 dictations","task":"throughput","family":"fermion-throughput","core":false,"source":"fermion-phonon-2-launch","unit":"audio_seconds_per_wall_second","note":"20 dictations; 797 seconds of speech; exact recordings not published. One stream at a time; runtime defaults; log-mel included and model load excluded."},{"id":"fermion-ls-other-speed","label":"Fermion CPU LibriSpeech test-other","task":"throughput","family":"fermion-throughput","core":false,"source":"fermion-phonon-2-launch","unit":"audio_seconds_per_wall_second","note":"All 2,939 LibriSpeech test-other clips; one stream; log-mel included and model load excluded. Not the same workload as the 20 Mac dictations."},{"id":"fermion-seven-set-speed","label":"Fermion GPU seven-set workload","task":"throughput","family":"fermion-throughput","core":false,"source":"fermion-phonon-2-launch","unit":"audio_seconds_per_wall_second","note":"Seven English sets as named in the launch report; exact dataset versions unspecified. Log-mel included and model load excluded; batch size is recorded per observation."},{"id":"handy-fleurs-en","label":"GGUF Q8 · FLEURS English","short":"GGUF Q8 · FLEURS English","task":"transcription","family":"multilingual","core":false,"primary":false,"source":"handy-protocol","metrics":[{"id":"wer","short":"GGUF Q8 · FLEURS English","label":"GGUF Q8 · FLEURS English","source_column":"err_pct","unit":"wer_percent","direction":"lower","primary":true,"dataset":{"repository":"google/fleurs","config":"en_us","split":"test","revision":null}}],"mean_metrics":[],"unit":"percent","direction":"lower","note":"Pinned transcribe.cpp Q8_0 conversion results. Distinct model configurations from upstream weights. Standard benchmark, secondary variant: does not add an extra family beside the primary FLEURS or English panel. 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It is not substituted into the current cleaned seven-set protocol.","published_mean_metric":"published_mean_wer"},{"id":"open-asr-english-2026-10-17","label":"Open ASR · October 17, 2026","task":"transcription","family":"open-asr-english","core":true,"source":"open-asr-2026-10-17","metrics":[{"id":"ls_clean","short":"LS clean","label":"LibriSpeech test.clean","source_column":"LS Clean WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"librispeech","split":"test.clean","revision":null},"primary":true},{"id":"ls_other","short":"LS other","label":"LibriSpeech test.other","source_column":"LS Other WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"librispeech","split":"test.other","revision":null},"primary":true},{"id":"ami","short":"AMI cleaned","label":"AMI-Cleaned test","source_column":"AMI-Cleaned WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"ami_cleaned","split":"test","revision":null},"primary":true},{"id":"earnings22","short":"Earnings22 AA","label":"Earnings22-Cleaned-AA-chunked test","source_column":"Earnings22-Cleaned-AA-chunked WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"ArtificialAnalysis/Earnings22-Cleaned-AA-chunked","config":null,"split":"test","revision":null},"primary":true,"note":"Chunk predictions are concatenated per session and scored against the call-level ArtificialAnalysis/Earnings22-Cleaned-AA references."},{"id":"gigaspeech","short":"Giga cleaned","label":"Gigaspeech-Cleaned test","source_column":"Gigaspeech-Cleaned WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"gigaspeech_cleaned","split":"test","revision":null},"primary":true},{"id":"spgispeech","short":"SPGI","label":"SPGISpeech test","source_column":"SPGISpeech WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"spgispeech","split":"test","revision":null},"primary":true},{"id":"voxpopuli","short":"VoxPopuli AA","label":"Voxpopuli-AA-Cleaned test","source_column":"Voxpopuli-AA-Cleaned WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"voxpopuli_cleaned_aa","split":"test","revision":null},"primary":true},{"id":"urgent24","short":"URGENT24 noise","label":"URGENT2024 noisy/reverberant test","source_column":"URGENT2024 WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"urgent2024","split":"test","revision":null},"primary":false},{"id":"monsoon","short":"Monsoon en-IN","label":"Voice Arena Monsoon en-IN test","source_column":"Voice Arena Monsoon WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"VoiceArena/Monsoon_en_IN_test","config":null,"split":"test","revision":null},"primary":false},{"id":"urgent24_clean","short":"URGENT24 clean","label":"URGENT2024 clean test","source_column":"URGENT2024-Clean WER","unit":"wer_percent","direction":"lower","dataset":{"repository":"hf-audio/open-asr-leaderboard","config":"urgent2024_clean","split":"test","revision":null},"primary":false}],"mean_metrics":["ls_clean","ls_other","ami","earnings22","gigaspeech","spgispeech","voxpopuli"],"note":"Fixed seven-column WER mean from the pinned October 17 maintainer CSV. 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Selected multilingual core family; other language/corpus variants add no extra votes.","component_sources":true,"rank_priority":0},{"id":"open-asr-longform","label":"CORAAL / long-form","short":"CORAAL / long-form","task":"transcription","family":"coraal","core":true,"primary":true,"source":"open-asr-longform-2026-10-17","metrics":[{"id":"coraal","short":"CORAAL","label":"CORAAL","source_column":"coraal_avg","unit":"wer_percent","direction":"lower","primary":true,"dataset":{"repository":"bezzam/coraal","config":null,"split":"entire corpus","revision":null}},{"id":"earnings21","short":"Earnings21","label":"Earnings21","source_column":"earnings21","unit":"wer_percent","direction":"lower","primary":false,"dataset":{"repository":"hf-audio/asr-leaderboard-longform","config":"earnings21","split":"test","revision":null}},{"id":"earnings22","short":"Earnings22","label":"Earnings22","source_column":"earnings22","unit":"wer_percent","direction":"lower","primary":false,"dataset":{"repository":"hf-audio/asr-leaderboard-longform","config":"earnings22","split":"test","revision":null}},{"id":"tedlium","short":"TED-LIUM","label":"TED-LIUM","source_column":"tedlium","unit":"wer_percent","direction":"lower","primary":false,"dataset":{"repository":"hf-audio/asr-leaderboard-longform","config":"tedlium","split":"test","revision":null}}],"mean_metrics":[],"unit":"percent","direction":"lower","note":"CORAAL is the selected core measurement: sociolinguistic interviews, entire corpus, as documented by Open ASR. Other long-form columns remain visible but do not add votes or reuse Earnings22 in another core average. 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Authors do not pin the dataset versions or upstream leaderboard revision. Author runs, competitor reruns and copied rows retain separate operator labels. This is the same evidence family as Open ASR, not a second aggregate vote."}],"accuracyTests":[{"id":"handy-fleurs-en","label":"GGUF Q8 · FLEURS English","short":"GGUF Q8 · FLEURS English","task":"transcription","family":"multilingual","core":false,"primary":false,"source":"handy-protocol","metrics":[{"id":"wer","short":"GGUF Q8 · FLEURS English","label":"GGUF Q8 · FLEURS English","source_column":"err_pct","unit":"wer_percent","direction":"lower","primary":true,"dataset":{"repository":"google/fleurs","config":"en_us","split":"test","revision":null}}],"mean_metrics":[],"unit":"percent","direction":"lower","note":"Pinned transcribe.cpp Q8_0 conversion results. Distinct model configurations from upstream weights. Standard benchmark, secondary variant: does not add an extra family beside the primary FLEURS or English panel. 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Exact runtime engine revision preserved."},{"model":"stt-handy-breeze-asr-25-q8-0","test_id":"handy-single-clip-speed","rtfx":2.35,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-breeze-asr-25","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":15018.1,"compute_ms":15017,"load_ms":645.4,"rtfx_compute":2.35,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-breeze-asr-25-q8-0","test_id":"handy-single-clip-speed","rtfx":1.69,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-breeze-asr-25","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":6504.9,"compute_ms":6504.2,"load_ms":1422.2,"rtfx_compute":1.69,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":70.99,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":497.7,"compute_ms":492.7,"load_ms":77.2,"rtfx_compute":71.72,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":84.64,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":130,"compute_ms":127.8,"load_ms":81.2,"rtfx_compute":86.1,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":128.88,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":274.1,"compute_ms":261.8,"load_ms":73.4,"rtfx_compute":134.95,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":159.11,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":69.1,"compute_ms":64,"load_ms":73.3,"rtfx_compute":171.97,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":17.78,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1987.7,"compute_ms":1928,"load_ms":306.4,"rtfx_compute":18.33,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":24.09,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":456.5,"compute_ms":437.8,"load_ms":221.9,"rtfx_compute":25.13,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":29.8,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1185.5,"compute_ms":1164,"load_ms":213.1,"rtfx_compute":30.35,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-180m-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":34.75,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-180m-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":316.6,"compute_ms":307.1,"load_ms":113.2,"rtfx_compute":35.82,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":24.36,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1450.3,"compute_ms":1443.6,"load_ms":293.1,"rtfx_compute":24.47,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":26.2,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":419.8,"compute_ms":416.7,"load_ms":290.7,"rtfx_compute":26.4,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":101.7,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":347.4,"compute_ms":333.9,"load_ms":239.4,"rtfx_compute":105.82,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":110.29,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":99.7,"compute_ms":93.5,"load_ms":239.9,"rtfx_compute":117.69,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":7.52,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4700.3,"compute_ms":4630,"load_ms":1508.8,"rtfx_compute":7.63,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":9.88,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1113.9,"compute_ms":1092.8,"load_ms":1063.5,"rtfx_compute":10.07,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":14.92,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2367.6,"compute_ms":2345.9,"load_ms":871.4,"rtfx_compute":15.06,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-flash-q8-0","test_id":"handy-single-clip-speed","rtfx":15.55,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-flash","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":707.2,"compute_ms":691.8,"load_ms":376.8,"rtfx_compute":15.9,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":23.56,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1499.5,"compute_ms":1493.6,"load_ms":297.9,"rtfx_compute":23.66,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":26.32,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":417.9,"compute_ms":415.1,"load_ms":300.3,"rtfx_compute":26.5,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":88.69,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":398.4,"compute_ms":384.7,"load_ms":260.1,"rtfx_compute":91.84,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":98.85,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":111.3,"compute_ms":105.1,"load_ms":264.5,"rtfx_compute":104.66,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":7.02,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5036.4,"compute_ms":4969,"load_ms":1638.7,"rtfx_compute":7.11,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":9.37,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1174.4,"compute_ms":1153.6,"load_ms":1121.2,"rtfx_compute":9.54,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":13.65,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2588.8,"compute_ms":2566.7,"load_ms":973.3,"rtfx_compute":13.77,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":14.2,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":774.7,"compute_ms":758.9,"load_ms":423.9,"rtfx_compute":14.49,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":19.67,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1796.6,"compute_ms":1789.8,"load_ms":305.8,"rtfx_compute":19.74,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":25.68,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":428.4,"compute_ms":425.7,"load_ms":295.9,"rtfx_compute":25.84,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":34.47,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1025,"compute_ms":1010.8,"load_ms":262.7,"rtfx_compute":34.96,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":51.65,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":213,"compute_ms":207.3,"load_ms":264.9,"rtfx_compute":53.07,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":5.03,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":7024.8,"compute_ms":6957.1,"load_ms":1550,"rtfx_compute":5.08,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":7.76,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1417.7,"compute_ms":1395.3,"load_ms":1039.8,"rtfx_compute":7.88,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":8.05,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4388.1,"compute_ms":4364.3,"load_ms":958.2,"rtfx_compute":8.1,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":11.29,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":974.3,"compute_ms":962.2,"load_ms":408.7,"rtfx_compute":11.43,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":9.21,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3838.1,"compute_ms":3831.4,"load_ms":697.5,"rtfx_compute":9.22,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":10.8,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1019,"compute_ms":1015.4,"load_ms":700.3,"rtfx_compute":10.83,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":36.18,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":976.6,"compute_ms":961.4,"load_ms":719,"rtfx_compute":36.75,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":46.68,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":235.7,"compute_ms":228.6,"load_ms":728.9,"rtfx_compute":48.11,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.17,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":16316.6,"compute_ms":16243,"load_ms":4389.6,"rtfx_compute":2.18,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.82,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3904.5,"compute_ms":3871,"load_ms":4429.2,"rtfx_compute":2.84,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":3.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":10179.3,"compute_ms":10093.7,"load_ms":6344.4,"rtfx_compute":3.5,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-canary-qwen-2-5b-q8-0","test_id":"handy-single-clip-speed","rtfx":4.39,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-canary-qwen-2-5b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2505.4,"compute_ms":2470.9,"load_ms":6743.8,"rtfx_compute":4.45,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":10.84,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3260.7,"compute_ms":3254,"load_ms":686.3,"rtfx_compute":10.86,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":11.83,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":930.1,"compute_ms":926.4,"load_ms":613.9,"rtfx_compute":11.87,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":72.88,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":484.8,"compute_ms":470.2,"load_ms":598.1,"rtfx_compute":75.14,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":72.7,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":151.3,"compute_ms":143.8,"load_ms":525.7,"rtfx_compute":76.51,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":4.01,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":8811.3,"compute_ms":8762.2,"load_ms":2430.5,"rtfx_compute":4.03,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":4.53,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2426.2,"compute_ms":2398.6,"load_ms":2439.5,"rtfx_compute":4.59,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":8.46,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4178.5,"compute_ms":4146.4,"load_ms":1087.1,"rtfx_compute":8.52,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-03-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":7.58,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-03-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1452,"compute_ms":1433.5,"load_ms":1285.2,"rtfx_compute":7.67,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":10.5,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3363.8,"compute_ms":3356.4,"load_ms":696.5,"rtfx_compute":10.53,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":12.02,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":915.1,"compute_ms":911.6,"load_ms":629.2,"rtfx_compute":12.07,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":73.02,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":483.9,"compute_ms":468.8,"load_ms":596.9,"rtfx_compute":75.36,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":73.4,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":149.9,"compute_ms":141.9,"load_ms":548.9,"rtfx_compute":77.53,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":4.01,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":8803.8,"compute_ms":8754,"load_ms":3913.5,"rtfx_compute":4.04,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":4.53,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2428.5,"compute_ms":2401.2,"load_ms":3556.9,"rtfx_compute":4.58,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":8.37,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4220.8,"compute_ms":4188.4,"load_ms":1238.1,"rtfx_compute":8.44,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-cohere-transcribe-arabic-07-2026-q8-0","test_id":"handy-single-clip-speed","rtfx":8.06,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-cohere-transcribe-arabic-07-2026","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1364.7,"compute_ms":1346.6,"load_ms":2129.9,"rtfx_compute":8.17,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":18.14,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1947.5,"compute_ms":1917,"load_ms":275.4,"rtfx_compute":18.43,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":20.29,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":542.3,"compute_ms":532.7,"load_ms":260.3,"rtfx_compute":20.65,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":63.83,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":553.5,"compute_ms":546.2,"load_ms":290.9,"rtfx_compute":64.69,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":72.86,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":151,"compute_ms":145.9,"load_ms":272.6,"rtfx_compute":75.38,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":4.72,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":7491.3,"compute_ms":7395.1,"load_ms":1290.5,"rtfx_compute":4.78,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":6.05,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1818.4,"compute_ms":1786.4,"load_ms":862.2,"rtfx_compute":6.16,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":7.8,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4531.5,"compute_ms":4454.3,"load_ms":2039.4,"rtfx_compute":7.93,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-mlt-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":9.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-mlt-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1162,"compute_ms":1129,"load_ms":1279.3,"rtfx_compute":9.74,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":25.44,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1388.9,"compute_ms":1358.9,"load_ms":291.4,"rtfx_compute":26,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":29.35,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":374.7,"compute_ms":365.2,"load_ms":258.3,"rtfx_compute":30.12,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":72.05,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":490.4,"compute_ms":483.2,"load_ms":293.8,"rtfx_compute":73.13,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":79.98,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":137.5,"compute_ms":132.3,"load_ms":275.6,"rtfx_compute":83.13,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":6.83,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5169.3,"compute_ms":5082.5,"load_ms":945.5,"rtfx_compute":6.95,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":8.72,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1260.9,"compute_ms":1230,"load_ms":1176.6,"rtfx_compute":8.94,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":9.12,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3875.4,"compute_ms":3800.8,"load_ms":1280.7,"rtfx_compute":9.3,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-fun-asr-nano-2512-q8-0","test_id":"handy-single-clip-speed","rtfx":11.74,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-fun-asr-nano-2512","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":937.3,"compute_ms":904.8,"load_ms":1917.3,"rtfx_compute":12.16,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":6.6,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5350,"compute_ms":4200.5,"load_ms":580.6,"rtfx_compute":8.41,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":7.02,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1567.3,"compute_ms":1323.7,"load_ms":577.9,"rtfx_compute":8.31,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":26.89,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1314.1,"compute_ms":502.5,"load_ms":705.5,"rtfx_compute":70.32,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":37.42,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":293.9,"compute_ms":136.4,"load_ms":639.5,"rtfx_compute":80.65,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":1.8,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":19603.2,"compute_ms":12928.2,"load_ms":3728.2,"rtfx_compute":2.73,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":2.04,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":5379.1,"compute_ms":3958.6,"load_ms":3735.2,"rtfx_compute":2.78,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":2.81,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":12590.9,"compute_ms":7148.2,"load_ms":3988.1,"rtfx_compute":4.94,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-4-0-1b-speech-q8-0","test_id":"handy-single-clip-speed","rtfx":2.93,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-4-0-1b-speech","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3759.7,"compute_ms":2539.8,"load_ms":4431,"rtfx_compute":4.33,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":6.38,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5536.5,"compute_ms":5271.3,"load_ms":598.3,"rtfx_compute":6.7,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":6.58,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1670.6,"compute_ms":1589,"load_ms":536.8,"rtfx_compute":6.92,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":52.6,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":671.7,"compute_ms":466.5,"load_ms":553.2,"rtfx_compute":75.73,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":52.47,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":209.6,"compute_ms":149,"load_ms":552.3,"rtfx_compute":73.82,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":1.87,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":18915.9,"compute_ms":17880,"load_ms":3246.3,"rtfx_compute":1.98,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":2.18,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":5056.7,"compute_ms":4764.6,"load_ms":3264.9,"rtfx_compute":2.31,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":3.37,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":10475,"compute_ms":9092.7,"load_ms":2654,"rtfx_compute":3.89,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-nar-q8-0","test_id":"handy-single-clip-speed","rtfx":2.48,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-nar","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":4439.8,"compute_ms":2684.8,"load_ms":2642.8,"rtfx_compute":4.1,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":6.86,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5153.3,"compute_ms":3850.5,"load_ms":544.5,"rtfx_compute":9.18,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":6.35,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1733,"compute_ms":1474,"load_ms":548.6,"rtfx_compute":7.46,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":29.96,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1179.5,"compute_ms":350.1,"load_ms":581.4,"rtfx_compute":100.92,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":36.04,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":305.2,"compute_ms":133.6,"load_ms":557,"rtfx_compute":82.33,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":1.67,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":21212.1,"compute_ms":13353.4,"load_ms":3376.6,"rtfx_compute":2.65,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":1.87,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":5879.4,"compute_ms":4320.9,"load_ms":2918.9,"rtfx_compute":2.55,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":2.64,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":13363.6,"compute_ms":7035.7,"load_ms":3613,"rtfx_compute":5.02,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-plus-q8-0","test_id":"handy-single-clip-speed","rtfx":2.83,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b-plus","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3885.5,"compute_ms":2577.1,"load_ms":2851.2,"rtfx_compute":4.27,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":6.52,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5421.1,"compute_ms":4126.2,"load_ms":578.6,"rtfx_compute":8.56,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":6.9,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1594.6,"compute_ms":1325.1,"load_ms":578.2,"rtfx_compute":8.3,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":26.5,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1333.2,"compute_ms":445.4,"load_ms":679.8,"rtfx_compute":79.32,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":33.76,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":325.9,"compute_ms":144.9,"load_ms":621.3,"rtfx_compute":75.92,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":1.7,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":20728.5,"compute_ms":13063.3,"load_ms":3581.1,"rtfx_compute":2.7,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.02,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":5443.3,"compute_ms":3856.3,"load_ms":3586.2,"rtfx_compute":2.85,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.63,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":13443.5,"compute_ms":7152.9,"load_ms":3912.4,"rtfx_compute":4.94,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-4-1-2b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.8,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-4-1-2b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3925.7,"compute_ms":2561.2,"load_ms":4282.1,"rtfx_compute":4.29,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":47.26,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":747.7,"compute_ms":745.5,"load_ms":144.7,"rtfx_compute":47.39,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":44.93,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":244.8,"compute_ms":243.5,"load_ms":134.2,"rtfx_compute":45.18,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":401.64,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":88,"compute_ms":83.3,"load_ms":154,"rtfx_compute":424.15,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":294.64,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":37.3,"compute_ms":35.2,"load_ms":139.8,"rtfx_compute":312.54,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":16.44,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2148.6,"compute_ms":2129.3,"load_ms":616.1,"rtfx_compute":16.59,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":17.72,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":620.7,"compute_ms":614.3,"load_ms":366.5,"rtfx_compute":17.91,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":23.58,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1498.2,"compute_ms":1319.9,"load_ms":219.8,"rtfx_compute":26.77,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-nc-q8-0","test_id":"handy-single-clip-speed","rtfx":17.5,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc-nc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":628.5,"compute_ms":582.6,"load_ms":219.4,"rtfx_compute":18.88,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":46.82,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":754.7,"compute_ms":752.5,"load_ms":148.4,"rtfx_compute":46.95,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":44.95,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":244.7,"compute_ms":243.4,"load_ms":136.4,"rtfx_compute":45.19,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":388.76,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":90.9,"compute_ms":86.1,"load_ms":151.2,"rtfx_compute":410.2,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":284.88,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":38.6,"compute_ms":36.5,"load_ms":138.9,"rtfx_compute":301.3,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":16.43,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2150.7,"compute_ms":2131.2,"load_ms":643.3,"rtfx_compute":16.58,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":17.71,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":621,"compute_ms":614.7,"load_ms":365.4,"rtfx_compute":17.9,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":23.8,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1484.3,"compute_ms":1306.7,"load_ms":219.5,"rtfx_compute":27.04,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-granite-speech-5-0-470m-turboctc-q8-0","test_id":"handy-single-clip-speed","rtfx":16.94,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-granite-speech-5-0-470m-turboctc","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":649.3,"compute_ms":588.5,"load_ms":217.4,"rtfx_compute":18.69,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":62.52,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":565.1,"compute_ms":564.4,"load_ms":58.5,"rtfx_compute":62.6,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":67.87,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":162.1,"compute_ms":161.6,"load_ms":52.5,"rtfx_compute":68.09,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":881.47,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":40.1,"compute_ms":38.6,"load_ms":61,"rtfx_compute":915.05,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":619.58,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":17.8,"compute_ms":16.7,"load_ms":55.3,"rtfx_compute":658.45,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":24.21,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1459.4,"compute_ms":1456.8,"load_ms":184.9,"rtfx_compute":24.25,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":27.32,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":402.7,"compute_ms":400.2,"load_ms":115.8,"rtfx_compute":27.48,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":73.01,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":483.9,"compute_ms":480.1,"load_ms":173.7,"rtfx_compute":73.59,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-medasr-q8-0","test_id":"handy-single-clip-speed","rtfx":67.48,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-medasr","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":163,"compute_ms":159.6,"load_ms":88,"rtfx_compute":68.93,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":51.13,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":691,"compute_ms":690.5,"load_ms":56.7,"rtfx_compute":51.17,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":109.61,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":100.4,"compute_ms":100.2,"load_ms":52.4,"rtfx_compute":109.83,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":47.74,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":740.1,"compute_ms":739.8,"load_ms":60.6,"rtfx_compute":47.76,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":123.17,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":89.3,"compute_ms":89.2,"load_ms":58.2,"rtfx_compute":123.33,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":11,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3213.3,"compute_ms":3204.5,"load_ms":112.2,"rtfx_compute":11.03,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":35.95,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":306,"compute_ms":306,"load_ms":151.9,"rtfx_compute":35.95,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":20.27,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1743.1,"compute_ms":1742.4,"load_ms":98.4,"rtfx_compute":20.28,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-base-q8-0","test_id":"handy-single-clip-speed","rtfx":50.86,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":216.3,"compute_ms":216.1,"load_ms":127.8,"rtfx_compute":50.9,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":31.48,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1122.5,"compute_ms":1120.8,"load_ms":104.8,"rtfx_compute":31.52,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":46.7,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":235.5,"compute_ms":235.2,"load_ms":101.4,"rtfx_compute":46.77,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":36.01,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":981.1,"compute_ms":978.3,"load_ms":113.6,"rtfx_compute":36.12,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":86.36,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":127.4,"compute_ms":127,"load_ms":102.4,"rtfx_compute":86.61,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":5.85,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":6043.4,"compute_ms":6032.8,"load_ms":260.9,"rtfx_compute":5.86,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":13.46,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":817,"compute_ms":816.9,"load_ms":412,"rtfx_compute":13.47,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":8.9,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3970.3,"compute_ms":3968.6,"load_ms":155.1,"rtfx_compute":8.9,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":19.64,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":560,"compute_ms":559.6,"load_ms":303.8,"rtfx_compute":19.66,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":48.82,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":723.7,"compute_ms":722.4,"load_ms":79.2,"rtfx_compute":48.91,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":63.64,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":172.8,"compute_ms":172.5,"load_ms":82.9,"rtfx_compute":63.75,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":58.44,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":604.6,"compute_ms":603,"load_ms":89,"rtfx_compute":58.59,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":128.84,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":85.4,"compute_ms":85,"load_ms":80.9,"rtfx_compute":129.36,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":9.27,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3812.4,"compute_ms":3791.5,"load_ms":279.7,"rtfx_compute":9.32,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":17.75,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":619.8,"compute_ms":619.7,"load_ms":192.4,"rtfx_compute":17.75,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":14.01,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2522.7,"compute_ms":2495.8,"load_ms":234.7,"rtfx_compute":14.16,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-small-q8-0","test_id":"handy-single-clip-speed","rtfx":29.32,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":375.2,"compute_ms":374.4,"load_ms":134.6,"rtfx_compute":29.38,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":167.9,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":210.4,"compute_ms":209.6,"load_ms":47.9,"rtfx_compute":168.59,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":269.37,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":40.8,"compute_ms":40.6,"load_ms":47.8,"rtfx_compute":270.63,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":111.51,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":316.8,"compute_ms":315.8,"load_ms":51.7,"rtfx_compute":111.87,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":238.43,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":46.1,"compute_ms":45.9,"load_ms":48.7,"rtfx_compute":239.48,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":36.88,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":958.1,"compute_ms":948.5,"load_ms":126.2,"rtfx_compute":37.25,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":74.31,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":148,"compute_ms":146.1,"load_ms":96.1,"rtfx_compute":75.29,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":37.88,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":932.7,"compute_ms":922.5,"load_ms":106.9,"rtfx_compute":38.3,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-streaming-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":79.72,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-streaming-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":138,"compute_ms":137.5,"load_ms":80.7,"rtfx_compute":80,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":94.68,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":373.2,"compute_ms":372.8,"load_ms":48.4,"rtfx_compute":94.78,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":201.12,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":54.7,"compute_ms":54.5,"load_ms":45.1,"rtfx_compute":201.68,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":83.78,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":421.7,"compute_ms":421.6,"load_ms":56.7,"rtfx_compute":83.81,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":196.88,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":55.9,"compute_ms":55.8,"load_ms":48.6,"rtfx_compute":197.19,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":19.66,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1797.3,"compute_ms":1792.2,"load_ms":86.3,"rtfx_compute":19.71,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":62.92,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":174.8,"compute_ms":174.8,"load_ms":110,"rtfx_compute":62.93,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":37.64,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":938.8,"compute_ms":938.4,"load_ms":79.7,"rtfx_compute":37.65,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moonshine-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":83.11,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moonshine-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":132.4,"compute_ms":132.2,"load_ms":138,"rtfx_compute":83.21,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":6.5,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5434.2,"compute_ms":5432.4,"load_ms":293.4,"rtfx_compute":6.5,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":5.27,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2085.7,"compute_ms":2084.6,"load_ms":271.5,"rtfx_compute":5.28,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":25.08,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1409,"compute_ms":1403.8,"load_ms":310.3,"rtfx_compute":25.17,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":27.79,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":395.8,"compute_ms":393.2,"load_ms":278.4,"rtfx_compute":27.98,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":1.67,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":21115.8,"compute_ms":21084.5,"load_ms":915.3,"rtfx_compute":1.68,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":1.46,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":7554.7,"compute_ms":7542.8,"load_ms":1409.4,"rtfx_compute":1.46,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":3.16,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":11167.7,"compute_ms":11093.6,"load_ms":1323.6,"rtfx_compute":3.18,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-moss-transcribe-diarize-q8-0","test_id":"handy-single-clip-speed","rtfx":2.92,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-moss-transcribe-diarize","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3768.5,"compute_ms":3733.6,"load_ms":2142.8,"rtfx_compute":2.95,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":32.04,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1102.6,"compute_ms":1098.1,"load_ms":202.1,"rtfx_compute":32.18,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":33.07,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":332.7,"compute_ms":330.8,"load_ms":204.7,"rtfx_compute":33.25,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":213.05,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":165.8,"compute_ms":155.1,"load_ms":178.8,"rtfx_compute":227.85,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":190.77,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":57.7,"compute_ms":53.1,"load_ms":177.9,"rtfx_compute":207.08,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":11.93,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2962,"compute_ms":2911.6,"load_ms":1261.3,"rtfx_compute":12.13,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":14.4,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":763.9,"compute_ms":748.3,"load_ms":879.9,"rtfx_compute":14.7,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":27.21,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1298.5,"compute_ms":1279.5,"load_ms":421.5,"rtfx_compute":27.61,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-multitalker-parakeet-streaming-0-6b-v1-q8-0","test_id":"handy-single-clip-speed","rtfx":24.55,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-multitalker-parakeet-streaming-0-6b-v1","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":448.1,"compute_ms":438.6,"load_ms":415,"rtfx_compute":25.08,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":29.62,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1192.8,"compute_ms":1188.4,"load_ms":213.6,"rtfx_compute":29.73,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":30.6,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":359.5,"compute_ms":357.6,"load_ms":219.4,"rtfx_compute":30.76,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":132.77,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":266.1,"compute_ms":255.5,"load_ms":186.4,"rtfx_compute":138.26,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":136.41,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":80.6,"compute_ms":76.4,"load_ms":185.7,"rtfx_compute":143.94,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":9.53,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3706,"compute_ms":3671.3,"load_ms":897.7,"rtfx_compute":9.62,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":11.41,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":963.7,"compute_ms":951.4,"load_ms":1217.2,"rtfx_compute":11.56,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.93,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2086.5,"compute_ms":2067,"load_ms":522,"rtfx_compute":17.09,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-3-5-asr-streaming-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.94,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-3-5-asr-streaming-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":649.2,"compute_ms":640.3,"load_ms":884.5,"rtfx_compute":17.18,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":31.91,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1107.4,"compute_ms":1103.2,"load_ms":222.4,"rtfx_compute":32.03,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":33.45,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":328.8,"compute_ms":327,"load_ms":206.5,"rtfx_compute":33.64,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":211.22,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":167.3,"compute_ms":156.9,"load_ms":212.2,"rtfx_compute":225.2,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":190.66,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":57.7,"compute_ms":53.2,"load_ms":182.5,"rtfx_compute":206.74,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":12.19,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2897.5,"compute_ms":2864.8,"load_ms":838.1,"rtfx_compute":12.33,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":14.55,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":755.8,"compute_ms":743,"load_ms":1138.7,"rtfx_compute":14.81,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":27.89,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1267,"compute_ms":1247.5,"load_ms":381.4,"rtfx_compute":28.32,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-nemotron-speech-streaming-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":25.41,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-nemotron-speech-streaming-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":432.8,"compute_ms":423.5,"load_ms":728.8,"rtfx_compute":25.97,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":12.06,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"dots","audio_seconds":35.332,"wall_ms":2929.4,"compute_ms":2903,"load_ms":839.2,"rtfx_compute":12.17,"engine_sha":"8bab590e","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":14.87,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"jfk","audio_seconds":11,"wall_ms":739.6,"compute_ms":729.9,"load_ms":835.6,"rtfx_compute":15.07,"engine_sha":"8bab590e","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":25.58,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"dots","audio_seconds":35.332,"wall_ms":1381.3,"compute_ms":1359.5,"load_ms":466.5,"rtfx_compute":25.99,"engine_sha":"8bab590e","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":23.35,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"jfk","audio_seconds":11,"wall_ms":471.1,"compute_ms":454.5,"load_ms":480.3,"rtfx_compute":24.2,"engine_sha":"8bab590e","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":36.32,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"dots","audio_seconds":35.332,"wall_ms":972.8,"compute_ms":969.4,"load_ms":238.4,"rtfx_compute":36.45,"engine_sha":"d91374b3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":35.95,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"jfk","audio_seconds":11,"wall_ms":306,"compute_ms":304.1,"load_ms":237.2,"rtfx_compute":36.17,"engine_sha":"d91374b3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":211.63,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"dots","audio_seconds":35.332,"wall_ms":166.9,"compute_ms":159.3,"load_ms":204.4,"rtfx_compute":221.73,"engine_sha":"d91374b3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-orukeet-q8-0","test_id":"handy-single-clip-speed","rtfx":174.46,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-orukeet","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-06","sample":"jfk","audio_seconds":11,"wall_ms":63,"compute_ms":59.2,"load_ms":200.6,"rtfx_compute":185.68,"engine_sha":"d91374b3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":38.22,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":924.5,"compute_ms":921.4,"load_ms":201.5,"rtfx_compute":38.35,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":40.43,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":272.1,"compute_ms":270.5,"load_ms":200.2,"rtfx_compute":40.66,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":301.19,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":117.3,"compute_ms":111.4,"load_ms":171.3,"rtfx_compute":317.21,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":212.63,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":51.7,"compute_ms":48.3,"load_ms":172.7,"rtfx_compute":227.64,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":13.63,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2591.5,"compute_ms":2571.5,"load_ms":1129.3,"rtfx_compute":13.74,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":668.1,"compute_ms":663.5,"load_ms":783.6,"rtfx_compute":16.58,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":30.38,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1162.9,"compute_ms":1142.9,"load_ms":642.1,"rtfx_compute":30.91,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":25.58,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":430,"compute_ms":418.4,"load_ms":295.7,"rtfx_compute":26.29,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":22.26,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1587.4,"compute_ms":1583.3,"load_ms":334.7,"rtfx_compute":22.32,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":23.87,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":460.9,"compute_ms":458.4,"load_ms":341,"rtfx_compute":24,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":191.54,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":184.5,"compute_ms":176.6,"load_ms":284.5,"rtfx_compute":200.12,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":131.38,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":83.7,"compute_ms":78.6,"load_ms":288,"rtfx_compute":140.04,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":7.84,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4507.3,"compute_ms":4484.5,"load_ms":1842.1,"rtfx_compute":7.88,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":9.91,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1110.5,"compute_ms":1103.5,"load_ms":1303.9,"rtfx_compute":9.97,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":17.26,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2047.6,"compute_ms":2002,"load_ms":1049.1,"rtfx_compute":17.65,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":15.43,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":712.7,"compute_ms":691,"load_ms":468.5,"rtfx_compute":15.92,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":35,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1009.5,"compute_ms":1006.2,"load_ms":231.5,"rtfx_compute":35.11,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":38.15,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":288.3,"compute_ms":286.7,"load_ms":209.9,"rtfx_compute":38.36,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":206.89,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":170.8,"compute_ms":164.4,"load_ms":213.9,"rtfx_compute":214.98,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":174.41,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":63.1,"compute_ms":59.9,"load_ms":185.2,"rtfx_compute":183.77,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":12.07,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2926.1,"compute_ms":2900,"load_ms":869.5,"rtfx_compute":12.18,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":14.9,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":738.5,"compute_ms":728.8,"load_ms":1178.6,"rtfx_compute":15.09,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":25.32,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1395.2,"compute_ms":1375.1,"load_ms":460.9,"rtfx_compute":25.69,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-primeline-q8-0","test_id":"handy-single-clip-speed","rtfx":23.68,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-primeline","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":464.6,"compute_ms":453.5,"load_ms":825.5,"rtfx_compute":24.25,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":36.05,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":980.1,"compute_ms":977,"load_ms":232.8,"rtfx_compute":36.16,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":38.96,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":282.3,"compute_ms":280.6,"load_ms":219.7,"rtfx_compute":39.19,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":245.01,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":144.2,"compute_ms":138.4,"load_ms":201.3,"rtfx_compute":255.29,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":188.44,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":58.4,"compute_ms":54.7,"load_ms":187,"rtfx_compute":201.01,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":13.29,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2658.4,"compute_ms":2637.8,"load_ms":810.4,"rtfx_compute":13.39,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.2,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":679.2,"compute_ms":674.7,"load_ms":1158.2,"rtfx_compute":16.3,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":27.87,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1267.6,"compute_ms":1247.4,"load_ms":384.6,"rtfx_compute":28.33,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":25.25,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":435.6,"compute_ms":425.2,"load_ms":780.1,"rtfx_compute":25.87,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":21.48,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1645.1,"compute_ms":1640.7,"load_ms":377.6,"rtfx_compute":21.53,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":22.26,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":494.1,"compute_ms":491.8,"load_ms":347.4,"rtfx_compute":22.37,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":168.69,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":209.4,"compute_ms":201.3,"load_ms":338.5,"rtfx_compute":175.51,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":123.88,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":88.8,"compute_ms":83.6,"load_ms":322.1,"rtfx_compute":131.63,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":7.34,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4813,"compute_ms":4789.2,"load_ms":1943.4,"rtfx_compute":7.38,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":9.75,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1128.7,"compute_ms":1121.9,"load_ms":1353.4,"rtfx_compute":9.8,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.15,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2187.1,"compute_ms":2145.2,"load_ms":1178.5,"rtfx_compute":16.47,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-rnnt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":15.06,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-rnnt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":730.4,"compute_ms":700.8,"load_ms":556.3,"rtfx_compute":15.7,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":35.67,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":990.5,"compute_ms":987,"load_ms":245.9,"rtfx_compute":35.8,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":39.42,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":279,"compute_ms":277.5,"load_ms":205.3,"rtfx_compute":39.64,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":236.17,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":149.6,"compute_ms":142.3,"load_ms":204.6,"rtfx_compute":248.28,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":188.74,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":58.3,"compute_ms":55,"load_ms":184.8,"rtfx_compute":199.95,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":12.61,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2801.3,"compute_ms":2774.6,"load_ms":803.3,"rtfx_compute":12.73,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":15.58,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":706,"compute_ms":695.8,"load_ms":1122.5,"rtfx_compute":15.81,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":28.06,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1259.3,"compute_ms":1243.3,"load_ms":371.8,"rtfx_compute":28.42,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":25.81,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":426.2,"compute_ms":415.9,"load_ms":716.2,"rtfx_compute":26.45,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":35.04,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1008.3,"compute_ms":1004.9,"load_ms":236,"rtfx_compute":35.16,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":38.27,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":287.5,"compute_ms":285.9,"load_ms":216.9,"rtfx_compute":38.48,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":206.75,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":170.9,"compute_ms":164,"load_ms":217.9,"rtfx_compute":215.45,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":171.84,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":64,"compute_ms":60.5,"load_ms":196.6,"rtfx_compute":181.74,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":12.11,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2917.8,"compute_ms":2891.7,"load_ms":907,"rtfx_compute":12.22,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":14.89,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":738.6,"compute_ms":729.1,"load_ms":1184.1,"rtfx_compute":15.09,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":25.46,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1387.8,"compute_ms":1367.5,"load_ms":447.9,"rtfx_compute":25.84,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-0-6b-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":23.75,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-0-6b-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":463.1,"compute_ms":452.9,"load_ms":892.4,"rtfx_compute":24.29,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":20.01,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1765.9,"compute_ms":1761.1,"load_ms":393.5,"rtfx_compute":20.06,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.25,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":677,"compute_ms":674.6,"load_ms":365.7,"rtfx_compute":16.31,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":173.28,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":203.9,"compute_ms":195.8,"load_ms":342.6,"rtfx_compute":180.48,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":126.53,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":86.9,"compute_ms":81.3,"load_ms":319.2,"rtfx_compute":135.38,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":7.75,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4560.1,"compute_ms":4537.2,"load_ms":1921.7,"rtfx_compute":7.79,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":9.77,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1126.4,"compute_ms":1120.1,"load_ms":1894.2,"rtfx_compute":9.82,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":16.67,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2120,"compute_ms":2074.9,"load_ms":553.8,"rtfx_compute":17.03,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":15.19,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":724.2,"compute_ms":693.6,"load_ms":1180.2,"rtfx_compute":15.86,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":24.47,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1443.7,"compute_ms":1439.5,"load_ms":378.2,"rtfx_compute":24.54,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":23.92,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":459.8,"compute_ms":458.1,"load_ms":349.9,"rtfx_compute":24.01,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":179.63,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":196.7,"compute_ms":184.2,"load_ms":343,"rtfx_compute":191.86,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":145.88,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":75.4,"compute_ms":71.6,"load_ms":304.1,"rtfx_compute":153.68,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":8.49,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4163.7,"compute_ms":4107.3,"load_ms":1895.9,"rtfx_compute":8.6,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":9.99,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1101.5,"compute_ms":1096.4,"load_ms":1919.6,"rtfx_compute":10.03,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":18.12,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1950.2,"compute_ms":1929.1,"load_ms":589.8,"rtfx_compute":18.32,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-1-1b-q8-0","test_id":"handy-single-clip-speed","rtfx":15.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-1-1b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":711,"compute_ms":697.8,"load_ms":1198.4,"rtfx_compute":15.76,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":139.02,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":254.1,"compute_ms":252,"load_ms":67.7,"rtfx_compute":140.19,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":154.55,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":71.2,"compute_ms":70.1,"load_ms":64.1,"rtfx_compute":156.94,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":474.96,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":74.4,"compute_ms":69.3,"load_ms":65.2,"rtfx_compute":509.69,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":369.55,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":29.8,"compute_ms":27.1,"load_ms":61.1,"rtfx_compute":405.32,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":43.85,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":805.7,"compute_ms":790.4,"load_ms":238.6,"rtfx_compute":44.7,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":54.44,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":202.1,"compute_ms":198.7,"load_ms":178,"rtfx_compute":55.36,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":73.5,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":480.7,"compute_ms":467.2,"load_ms":201.5,"rtfx_compute":75.62,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-tdt-ctc-110m-q8-0","test_id":"handy-single-clip-speed","rtfx":73.51,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-tdt-ctc-110m","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":149.6,"compute_ms":142.3,"load_ms":140.9,"rtfx_compute":77.29,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":11.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"dots","audio_seconds":35.332,"wall_ms":3080.2,"compute_ms":3054.8,"load_ms":886.8,"rtfx_compute":11.57,"engine_sha":"08f90613","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":14.84,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"jfk","audio_seconds":11,"wall_ms":741.3,"compute_ms":732.7,"load_ms":883.3,"rtfx_compute":15.01,"engine_sha":"08f90613","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":21.42,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"dots","audio_seconds":35.332,"wall_ms":1649.3,"compute_ms":1619.3,"load_ms":462.9,"rtfx_compute":21.82,"engine_sha":"08f90613","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":23.42,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"jfk","audio_seconds":11,"wall_ms":469.7,"compute_ms":455,"load_ms":455.3,"rtfx_compute":24.18,"engine_sha":"08f90613","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":31.12,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"dots","audio_seconds":35.332,"wall_ms":1135.5,"compute_ms":1132.3,"load_ms":230.4,"rtfx_compute":31.2,"engine_sha":"a91a58db","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":38.61,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"jfk","audio_seconds":11,"wall_ms":284.9,"compute_ms":283,"load_ms":227.3,"rtfx_compute":38.87,"engine_sha":"a91a58db","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":167.51,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"dots","audio_seconds":35.332,"wall_ms":210.9,"compute_ms":206.2,"load_ms":194.5,"rtfx_compute":171.31,"engine_sha":"a91a58db","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-ultra-q8-0","test_id":"handy-single-clip-speed","rtfx":195.36,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-ultra","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-05","sample":"jfk","audio_seconds":11,"wall_ms":56.3,"compute_ms":53.2,"load_ms":193.5,"rtfx_compute":206.94,"engine_sha":"a91a58db","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":35.96,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":982.7,"compute_ms":979,"load_ms":206.7,"rtfx_compute":36.09,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":38.31,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":287.1,"compute_ms":285.3,"load_ms":203.6,"rtfx_compute":38.55,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":218.76,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":161.5,"compute_ms":154.7,"load_ms":177.2,"rtfx_compute":228.39,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":176.1,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":62.5,"compute_ms":58.6,"load_ms":182.3,"rtfx_compute":187.72,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":12.34,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2864.1,"compute_ms":2836.3,"load_ms":1111,"rtfx_compute":12.46,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":15.22,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":722.6,"compute_ms":711.8,"load_ms":807.7,"rtfx_compute":15.45,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":25.64,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1378.1,"compute_ms":1358.3,"load_ms":729.5,"rtfx_compute":26.01,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-parakeet-unified-en-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":23.96,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-parakeet-unified-en-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":459,"compute_ms":448.1,"load_ms":371.5,"rtfx_compute":24.55,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":12.18,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"dots","audio_seconds":35.332,"wall_ms":2901.6,"compute_ms":2874,"load_ms":1523.2,"rtfx_compute":12.29,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":15.13,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"jfk","audio_seconds":11,"wall_ms":727.1,"compute_ms":718,"load_ms":1075.5,"rtfx_compute":15.32,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":25.57,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"dots","audio_seconds":35.332,"wall_ms":1381.8,"compute_ms":1361.6,"load_ms":455.4,"rtfx_compute":25.95,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":23.15,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"jfk","audio_seconds":11,"wall_ms":475.2,"compute_ms":461.7,"load_ms":453.8,"rtfx_compute":23.82,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":49.18,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"dots","audio_seconds":35.332,"wall_ms":718.4,"compute_ms":715.1,"load_ms":236.9,"rtfx_compute":49.41,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":52.61,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"jfk","audio_seconds":11,"wall_ms":209.1,"compute_ms":207.6,"load_ms":228.8,"rtfx_compute":53,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":213.72,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"dots","audio_seconds":35.332,"wall_ms":165.3,"compute_ms":158.9,"load_ms":199.9,"rtfx_compute":222.32,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-phonon-2-q8-0","test_id":"handy-single-clip-speed","rtfx":193.37,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-phonon-2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-10-16","sample":"jfk","audio_seconds":11,"wall_ms":56.9,"compute_ms":53.8,"load_ms":199.5,"rtfx_compute":204.37,"engine_sha":"66ad945d","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":17.09,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2066.9,"compute_ms":2062.9,"load_ms":239.6,"rtfx_compute":17.13,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":20.13,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":546.3,"compute_ms":544.6,"load_ms":254.9,"rtfx_compute":20.2,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":61.54,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":574.2,"compute_ms":556.4,"load_ms":280.9,"rtfx_compute":63.5,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":72.46,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":151.8,"compute_ms":146.6,"load_ms":251.9,"rtfx_compute":75.02,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":4.63,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":7632.9,"compute_ms":7549.2,"load_ms":1275.7,"rtfx_compute":4.68,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":5.84,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1885.1,"compute_ms":1860.4,"load_ms":859.8,"rtfx_compute":5.91,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":8.64,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4090.7,"compute_ms":4071.9,"load_ms":1794.5,"rtfx_compute":8.68,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-0-6b-q8-0","test_id":"handy-single-clip-speed","rtfx":10.64,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-0-6b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1033.5,"compute_ms":1025.4,"load_ms":1652.6,"rtfx_compute":10.73,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":8.82,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4007.8,"compute_ms":4003.6,"load_ms":589.9,"rtfx_compute":8.83,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":10.33,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1064.8,"compute_ms":1063,"load_ms":523.1,"rtfx_compute":10.35,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":36.16,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":977.1,"compute_ms":959.4,"load_ms":619.1,"rtfx_compute":36.83,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":44.31,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":248.3,"compute_ms":242.6,"load_ms":566.4,"rtfx_compute":45.33,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.25,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":15709.9,"compute_ms":15628,"load_ms":3294.1,"rtfx_compute":2.26,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":2.66,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":4132.1,"compute_ms":4102.3,"load_ms":3317.5,"rtfx_compute":2.68,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":3.68,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":9588.9,"compute_ms":9490,"load_ms":3366.4,"rtfx_compute":3.72,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-qwen3-asr-1-7b-q8-0","test_id":"handy-single-clip-speed","rtfx":4.4,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-qwen3-asr-1-7b","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2501.4,"compute_ms":2473.2,"load_ms":3370.3,"rtfx_compute":4.45,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":47.73,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":740.3,"compute_ms":737.3,"load_ms":97.8,"rtfx_compute":47.92,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":50.82,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":216.5,"compute_ms":215.1,"load_ms":86.3,"rtfx_compute":51.15,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":272.14,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":129.8,"compute_ms":122.4,"load_ms":96.2,"rtfx_compute":288.69,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":229.32,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":48,"compute_ms":44.8,"load_ms":89.3,"rtfx_compute":245.28,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":18.56,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1903.3,"compute_ms":1883.6,"load_ms":313.5,"rtfx_compute":18.76,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":20.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":537.3,"compute_ms":531.1,"load_ms":196.5,"rtfx_compute":20.71,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":21.68,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1629.9,"compute_ms":1283.5,"load_ms":246.5,"rtfx_compute":27.53,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-sensevoice-small-q8-0","test_id":"handy-single-clip-speed","rtfx":21.47,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-sensevoice-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":512.3,"compute_ms":395,"load_ms":121.5,"rtfx_compute":27.85,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":2.36,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":14942.6,"compute_ms":14941.4,"load_ms":1256.8,"rtfx_compute":2.36,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":1.89,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":5835.5,"compute_ms":5834.8,"load_ms":1150,"rtfx_compute":1.89,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":14.08,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2510.1,"compute_ms":2509.5,"load_ms":1323.5,"rtfx_compute":14.08,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":12.75,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":862.9,"compute_ms":862.3,"load_ms":1187.7,"rtfx_compute":12.76,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":0.63,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":56012.8,"compute_ms":55993.4,"load_ms":7735.1,"rtfx_compute":0.63,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":0.49,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":22382.7,"compute_ms":22372.2,"load_ms":8286,"rtfx_compute":0.49,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":1.18,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":30049.7,"compute_ms":30044.3,"load_ms":6869.2,"rtfx_compute":1.18,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-3b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":0.99,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-3b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":11113.9,"compute_ms":11111.9,"load_ms":6923.9,"rtfx_compute":0.99,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":2.56,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":13798,"compute_ms":13796.7,"load_ms":1280.9,"rtfx_compute":2.56,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":2.25,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":4878.8,"compute_ms":4878.1,"load_ms":1149.8,"rtfx_compute":2.25,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":7.03,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5026.8,"compute_ms":5025.4,"load_ms":1268.7,"rtfx_compute":7.03,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":6.24,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1763.7,"compute_ms":1763.2,"load_ms":1116.5,"rtfx_compute":6.24,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":0.61,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":57934.8,"compute_ms":57916.3,"load_ms":7061.6,"rtfx_compute":0.61,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":0.56,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":19771.6,"compute_ms":19763.4,"load_ms":7214.9,"rtfx_compute":0.56,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":0.78,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":45037.7,"compute_ms":45034.6,"load_ms":6929.3,"rtfx_compute":0.78,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-mini-4b-realtime-2602-q8-0","test_id":"handy-single-clip-speed","rtfx":0.74,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-mini-4b-realtime-2602","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":14952.9,"compute_ms":14951.4,"load_ms":6986.9,"rtfx_compute":0.74,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-small-24b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":2.41,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-small-24b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":14681.8,"compute_ms":14680.8,"load_ms":7038.4,"rtfx_compute":2.41,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-voxtral-small-24b-2507-q8-0","test_id":"handy-single-clip-speed","rtfx":2.47,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-voxtral-small-24b-2507","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":4446.1,"compute_ms":4445.6,"load_ms":7405.4,"rtfx_compute":2.47,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":83.36,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":423.9,"compute_ms":423.6,"load_ms":62.8,"rtfx_compute":83.4,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":63.26,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":173.9,"compute_ms":173.6,"load_ms":58.5,"rtfx_compute":63.35,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":190.59,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":185.4,"compute_ms":185.2,"load_ms":69.6,"rtfx_compute":190.73,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":212.04,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":51.9,"compute_ms":51.8,"load_ms":62.5,"rtfx_compute":212.45,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":22.52,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1569,"compute_ms":1568.9,"load_ms":128.8,"rtfx_compute":22.52,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":18.68,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":588.9,"compute_ms":588.7,"load_ms":164.9,"rtfx_compute":18.68,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":34.8,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1015.3,"compute_ms":1015,"load_ms":104.8,"rtfx_compute":34.81,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-en-q8-0","test_id":"handy-single-clip-speed","rtfx":29.2,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":376.8,"compute_ms":376.5,"load_ms":144,"rtfx_compute":29.22,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":80.88,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":436.9,"compute_ms":436.6,"load_ms":62.9,"rtfx_compute":80.93,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":59.27,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":185.6,"compute_ms":185.3,"load_ms":58.1,"rtfx_compute":59.35,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":184.21,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":191.8,"compute_ms":191.6,"load_ms":62.4,"rtfx_compute":184.36,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":201.33,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":54.6,"compute_ms":54.5,"load_ms":59.3,"rtfx_compute":201.79,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":21.63,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1633.3,"compute_ms":1633.2,"load_ms":125.8,"rtfx_compute":21.63,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":17.03,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":645.9,"compute_ms":645.8,"load_ms":161.9,"rtfx_compute":17.03,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":29.22,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1209.3,"compute_ms":1208.9,"load_ms":103.8,"rtfx_compute":29.23,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-base-q8-0","test_id":"handy-single-clip-speed","rtfx":28.78,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-base","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":382.2,"compute_ms":381.9,"load_ms":137,"rtfx_compute":28.8,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":4.36,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":8095.4,"compute_ms":8094.9,"load_ms":412.9,"rtfx_compute":4.36,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":2.95,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3730,"compute_ms":3729.5,"load_ms":360.2,"rtfx_compute":2.95,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":22.07,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1600.6,"compute_ms":1600.4,"load_ms":430,"rtfx_compute":22.08,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":18.4,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":597.9,"compute_ms":597.7,"load_ms":389,"rtfx_compute":18.4,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":1.13,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":31193.9,"compute_ms":31185.9,"load_ms":1154.5,"rtfx_compute":1.13,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":0.79,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":13964.4,"compute_ms":13956.1,"load_ms":1944.3,"rtfx_compute":0.79,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":2.32,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":15245.3,"compute_ms":15244.5,"load_ms":638.9,"rtfx_compute":2.32,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v2-q8-0","test_id":"handy-single-clip-speed","rtfx":1.7,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v2","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":6480.7,"compute_ms":6480,"load_ms":1428.1,"rtfx_compute":1.7,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":6.09,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5803.9,"compute_ms":5803.3,"load_ms":210.3,"rtfx_compute":6.09,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":3.85,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2855.4,"compute_ms":2854.9,"load_ms":210.9,"rtfx_compute":3.85,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":51.1,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":691.4,"compute_ms":691.2,"load_ms":233.9,"rtfx_compute":51.12,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":36.19,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":304,"compute_ms":303.8,"load_ms":216.3,"rtfx_compute":36.21,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":1.74,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":20362.7,"compute_ms":20355.1,"load_ms":1121,"rtfx_compute":1.74,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":1.12,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":9857.2,"compute_ms":9849.8,"load_ms":662,"rtfx_compute":1.12,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":3.69,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":9588.1,"compute_ms":9587.4,"load_ms":906.1,"rtfx_compute":3.69,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-turbo-q8-0","test_id":"handy-single-clip-speed","rtfx":2.5,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3-turbo","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":4401.8,"compute_ms":4401.2,"load_ms":473.9,"rtfx_compute":2.5,"engine_sha":"cd0ea568","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":4.38,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":8074.5,"compute_ms":8073.9,"load_ms":410.7,"rtfx_compute":4.38,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":2.95,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3729.9,"compute_ms":3729.2,"load_ms":360.5,"rtfx_compute":2.95,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":19.74,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1790,"compute_ms":1789.7,"load_ms":433.9,"rtfx_compute":19.74,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":14.76,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":745.2,"compute_ms":744.8,"load_ms":554.6,"rtfx_compute":14.77,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":1.13,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":31249.6,"compute_ms":31241.4,"load_ms":1132,"rtfx_compute":1.13,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":0.81,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":13604.9,"compute_ms":13597,"load_ms":1903.8,"rtfx_compute":0.81,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":2.32,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":15203.3,"compute_ms":15202,"load_ms":716.4,"rtfx_compute":2.32,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-v3-q8-0","test_id":"handy-single-clip-speed","rtfx":1.67,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large-v3","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":6603,"compute_ms":6602,"load_ms":1495.8,"rtfx_compute":1.67,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":4.39,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":8051.4,"compute_ms":8050.8,"load_ms":416.3,"rtfx_compute":4.39,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":2.97,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3700.9,"compute_ms":3700.4,"load_ms":373,"rtfx_compute":2.97,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":21.63,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1633.7,"compute_ms":1633.4,"load_ms":438.3,"rtfx_compute":21.63,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":18.45,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":596.1,"compute_ms":596,"load_ms":386.5,"rtfx_compute":18.46,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":1.13,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":31340,"compute_ms":31331.9,"load_ms":1143.1,"rtfx_compute":1.13,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":0.79,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":14006.5,"compute_ms":13998.7,"load_ms":1912.5,"rtfx_compute":0.79,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":2.31,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":15307.3,"compute_ms":15306.3,"load_ms":650,"rtfx_compute":2.31,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-large-q8-0","test_id":"handy-single-clip-speed","rtfx":1.7,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-large","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":6477,"compute_ms":6476.3,"load_ms":1426.4,"rtfx_compute":1.7,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":9.09,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":3886.2,"compute_ms":3885.7,"load_ms":228.8,"rtfx_compute":9.09,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":6.29,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1749,"compute_ms":1748.5,"load_ms":207.1,"rtfx_compute":6.29,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":38.7,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":913,"compute_ms":912.8,"load_ms":244.2,"rtfx_compute":38.71,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":37.71,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":291.7,"compute_ms":291.6,"load_ms":216.8,"rtfx_compute":37.73,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":2.36,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":14999.9,"compute_ms":14993.8,"load_ms":597.4,"rtfx_compute":2.36,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":1.77,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":6210.7,"compute_ms":6204.4,"load_ms":962,"rtfx_compute":1.77,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":4.73,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":7462.2,"compute_ms":7461.7,"load_ms":378.5,"rtfx_compute":4.74,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-en-q8-0","test_id":"handy-single-clip-speed","rtfx":4.06,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2706.1,"compute_ms":2705.7,"load_ms":772.5,"rtfx_compute":4.07,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":8.65,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":4082.4,"compute_ms":4081.9,"load_ms":232.2,"rtfx_compute":8.66,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":5.84,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1884,"compute_ms":1883.5,"load_ms":204.1,"rtfx_compute":5.84,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":34.61,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1020.9,"compute_ms":1020.7,"load_ms":235.9,"rtfx_compute":34.62,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":32.01,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":343.7,"compute_ms":343.4,"load_ms":403.4,"rtfx_compute":32.03,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":2.26,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":15606.6,"compute_ms":15600.5,"load_ms":603.3,"rtfx_compute":2.26,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":1.58,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":6940.4,"compute_ms":6934.1,"load_ms":968.9,"rtfx_compute":1.59,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":4.55,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":7768.3,"compute_ms":7767.5,"load_ms":345.3,"rtfx_compute":4.55,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-medium-q8-0","test_id":"handy-single-clip-speed","rtfx":3.62,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-medium","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":3042.2,"compute_ms":3041.6,"load_ms":740.4,"rtfx_compute":3.62,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":25.39,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1391.7,"compute_ms":1391.4,"load_ms":113.7,"rtfx_compute":25.39,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":18.41,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":597.4,"compute_ms":597,"load_ms":96.9,"rtfx_compute":18.42,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":91.9,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":384.5,"compute_ms":384.3,"load_ms":108.2,"rtfx_compute":91.93,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":92.22,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":119.3,"compute_ms":119.2,"load_ms":102.1,"rtfx_compute":92.31,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":6.95,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5085.9,"compute_ms":5085.7,"load_ms":248.1,"rtfx_compute":6.95,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":5.57,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1976.1,"compute_ms":1976,"load_ms":372.7,"rtfx_compute":5.57,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":13.5,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2616.5,"compute_ms":2616,"load_ms":166.1,"rtfx_compute":13.51,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-en-q8-0","test_id":"handy-single-clip-speed","rtfx":11.44,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":961.6,"compute_ms":961.3,"load_ms":293.3,"rtfx_compute":11.44,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":24.28,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":1455.3,"compute_ms":1455,"load_ms":104.4,"rtfx_compute":24.28,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":16.97,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":648.2,"compute_ms":647.9,"load_ms":98.9,"rtfx_compute":16.98,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":88.11,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":401,"compute_ms":400.8,"load_ms":113.5,"rtfx_compute":88.15,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":89.29,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":123.2,"compute_ms":123.1,"load_ms":97.3,"rtfx_compute":89.39,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":6.65,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":5312.2,"compute_ms":5311.9,"load_ms":242.1,"rtfx_compute":6.65,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":5.07,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":2169.4,"compute_ms":2169.3,"load_ms":375.3,"rtfx_compute":5.07,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":12.57,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":2811.8,"compute_ms":2811.3,"load_ms":164.8,"rtfx_compute":12.57,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-small-q8-0","test_id":"handy-single-clip-speed","rtfx":10.81,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-small","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":1017.3,"compute_ms":1017,"load_ms":292.5,"rtfx_compute":10.82,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":143.06,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":247,"compute_ms":246.8,"load_ms":51.2,"rtfx_compute":143.18,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":117.78,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":93.4,"compute_ms":93.2,"load_ms":49.2,"rtfx_compute":118.02,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":247.25,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":142.9,"compute_ms":142.8,"load_ms":55.7,"rtfx_compute":247.49,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":287.92,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":38.2,"compute_ms":38.1,"load_ms":51.1,"rtfx_compute":288.65,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":44.2,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":799.4,"compute_ms":799.3,"load_ms":98.6,"rtfx_compute":44.2,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":38.21,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":287.9,"compute_ms":287.7,"load_ms":115.5,"rtfx_compute":38.24,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":51.46,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":686.5,"compute_ms":686.2,"load_ms":85.1,"rtfx_compute":51.49,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-en-q8-0","test_id":"handy-single-clip-speed","rtfx":43.44,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny-en","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":253.2,"compute_ms":253,"load_ms":106.2,"rtfx_compute":43.47,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":140.94,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":250.7,"compute_ms":250.5,"load_ms":54.8,"rtfx_compute":141.07,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":109.89,"hardware":"m4-max","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":100.1,"compute_ms":99.9,"load_ms":50.6,"rtfx_compute":110.09,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":253.28,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":139.5,"compute_ms":139.4,"load_ms":56.4,"rtfx_compute":253.55,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":281.4,"hardware":"m4-max","runtime":"transcribe.cpp metal / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":39.1,"compute_ms":39,"load_ms":51,"rtfx_compute":282.04,"engine_sha":"77b0c93","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":43.54,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":811.5,"compute_ms":811.3,"load_ms":96.5,"rtfx_compute":43.55,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":35.94,"hardware":"ryzen-4750u","runtime":"transcribe.cpp cpu / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":306.1,"compute_ms":305.9,"load_ms":114.3,"rtfx_compute":35.96,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":42.95,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"dots","audio_seconds":35.332,"wall_ms":822.7,"compute_ms":822.4,"load_ms":86.1,"rtfx_compute":42.96,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."},{"model":"stt-handy-whisper-tiny-q8-0","test_id":"handy-single-clip-speed","rtfx":43.18,"hardware":"ryzen-4750u","runtime":"transcribe.cpp vulkan / Q8_0","batch_size":1,"load_time_included":false,"feature_extraction_included":true,"source_id":"handy-whisper-tiny","evidence":"community","status":"observed","measurement_operator":"unspecified (published runtime catalog)","verified_on":"2026-10-19","measured_on":"2026-09-14","sample":"jfk","audio_seconds":11,"wall_ms":254.7,"compute_ms":254.5,"load_ms":103.4,"rtfx_compute":43.22,"engine_sha":"218aeae3","note":"Wall-time throughput, not compute-only throughput or streaming latency. One fixed sample; loading reported separately. Exact runtime engine revision preserved."}],"latency":[{"model":"stt-usefulsensors-moonshine-tiny","test_id":"moonshine-response-latency","milliseconds":27,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"author_reported","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-usefulsensors-moonshine-base","test_id":"moonshine-response-latency","milliseconds":44,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"author_reported","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-usefulsensors-moonshine-streaming-tiny","test_id":"moonshine-response-latency","milliseconds":50,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"author_reported","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-usefulsensors-moonshine-streaming-small","test_id":"moonshine-response-latency","milliseconds":148,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"author_reported","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-usefulsensors-moonshine-streaming-medium","test_id":"moonshine-response-latency","milliseconds":258,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"author_reported","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-openai-whisper-tiny","test_id":"moonshine-response-latency","milliseconds":289,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"vendor_comparison","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-openai-whisper-base","test_id":"moonshine-response-latency","milliseconds":553,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"vendor_comparison","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-openai-whisper-small","test_id":"moonshine-response-latency","milliseconds":1940,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"vendor_comparison","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."},{"model":"stt-openai-whisper-large-v3","test_id":"moonshine-response-latency","milliseconds":11286,"hardware":"Apple MacBook M3","runtime":"Paper implementation; version unspecified","statistic":"unspecified","source_id":"moonshine-v2-paper","evidence":"vendor_comparison","measurement_operator":"Moonshine AI","status":"observed","verified_on":"2026-10-19","note":"End-of-utterance to returned transcript; Apple MacBook M3, live transcription, paper Table 2. Statistic and exact test utterance set are unspecified. Not TTFT, p50/p95, throughput or a core accuracy family."}],"pricing":[{"model":"stt-deepgram-nova-3-monolingual","provider":"Deepgram","mode":"pre-recorded","tier":"Pay As You Go","currency":"USD","unit":"currency_per_audio_hour","amount":0.258,"published_unit":"currency_per_audio_minute","published_amount":0.0043,"basis":"vendor_list","version_scope":"current_service","source_id":"deepgram-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":true,"note":"Original per-minute rate × 60. Add-ons, Growth discounts and taxes excluded; no accuracy inherited from another configuration."},{"model":"stt-deepgram-nova-3-monolingual","provider":"Deepgram","mode":"streaming-current","tier":"Pay As You Go","currency":"USD","unit":"currency_per_audio_hour","amount":0.288,"published_unit":"currency_per_audio_minute","published_amount":0.0048,"basis":"vendor_list","version_scope":"current_service","source_id":"deepgram-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":false,"note":"Original per-minute rate × 60. Current promotional streaming rate, not the regular rate. Add-ons, Growth discounts and taxes excluded; no accuracy inherited from another configuration."},{"model":"stt-deepgram-nova-3-multilingual","provider":"Deepgram","mode":"pre-recorded","tier":"Pay As You Go","currency":"USD","unit":"currency_per_audio_hour","amount":0.312,"published_unit":"currency_per_audio_minute","published_amount":0.0052,"basis":"vendor_list","version_scope":"current_service","source_id":"deepgram-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":true,"note":"Original per-minute rate × 60. Add-ons, Growth discounts and taxes excluded; no accuracy inherited from another configuration."},{"model":"stt-deepgram-nova-3-multilingual","provider":"Deepgram","mode":"streaming-current","tier":"Pay As You Go","currency":"USD","unit":"currency_per_audio_hour","amount":0.348,"published_unit":"currency_per_audio_minute","published_amount":0.0058,"basis":"vendor_list","version_scope":"current_service","source_id":"deepgram-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":false,"note":"Original per-minute rate × 60. Current promotional streaming rate, not the regular rate. Add-ons, Growth discounts and taxes excluded; no accuracy inherited from another configuration."},{"model":"stt-assemblyai-universal-3-5-pro","provider":"AssemblyAI","mode":"pre-recorded","tier":"Pay As You Go","currency":"USD","unit":"currency_per_audio_hour","amount":0.21,"published_unit":"currency_per_audio_hour","published_amount":0.21,"basis":"vendor_list","version_scope":"current_service","source_id":"assembly-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":true,"note":"Current service generation/tariff. Optional add-ons and realtime API products excluded; historic benchmark endpoint is not guaranteed."},{"model":"stt-assemblyai-universal-2","provider":"AssemblyAI","mode":"pre-recorded","tier":"Pay As You Go","currency":"USD","unit":"currency_per_audio_hour","amount":0.15,"published_unit":"currency_per_audio_hour","published_amount":0.15,"basis":"vendor_list","version_scope":"current_service","source_id":"assembly-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":true,"note":"Current service generation/tariff. Optional add-ons and realtime API products excluded; historic benchmark endpoint is not guaranteed."},{"model":"stt-gladia-solaria-3","provider":"Gladia","mode":"async","tier":"Self-serve; 0–100 hours/month","currency":"EUR","unit":"currency_per_audio_hour","amount":0.16,"published_unit":"currency_per_audio_hour","published_amount":0.16,"basis":"vendor_list","version_scope":"current_service","source_id":"gladia-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":true,"note":"EUR retained as published. No currency conversion. Optional add-ons and volume discounts excluded; real-time rate describes the current service rather than a pinned benchmark model revision."},{"model":"stt-gladia-solaria-3","provider":"Gladia","mode":"real-time","tier":"Self-serve; 0–100 hours/month","currency":"EUR","unit":"currency_per_audio_hour","amount":0.68,"published_unit":"currency_per_audio_hour","published_amount":0.68,"basis":"vendor_list","version_scope":"current_service","source_id":"gladia-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":false,"note":"EUR retained as published. No currency conversion. Optional add-ons and volume discounts excluded; real-time rate describes the current service rather than a pinned benchmark model revision."},{"model":"stt-voxtral-mini-transcribe-2602-api","provider":"Mistral AI","mode":"transcription","tier":"Standard API","currency":"USD","unit":"currency_per_audio_hour","amount":0.18,"published_unit":"currency_per_audio_minute","published_amount":0.003,"basis":"vendor_list","version_scope":"current_service","source_id":"mistral-transcribe-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","comparison_default":true,"note":"Published USD 0.003/minute × 60. No open-weight Realtime score is assigned to this hosted transcription generation."}],"tokenPricing":[{"model":"stt-soniox-stt-async-v5","provider":"Soniox","mode":"async","tier":"Standard API","currency":"USD","unit":"usd_per_million_tokens","input_audio_usd_per_million_tokens":1.5,"input_text_usd_per_million_tokens":3.5,"output_text_usd_per_million_tokens":3.5,"source_id":"soniox-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","version_scope":"current_service","note":"Current service token tariff; the streaming endpoint is not silently assigned the async-v5 benchmark score. Approximate vendor hourly equivalents are omitted."},{"model":"stt-soniox-stt-async-v5","provider":"Soniox","mode":"streaming","tier":"Standard API","currency":"USD","unit":"usd_per_million_tokens","input_audio_usd_per_million_tokens":2,"input_text_usd_per_million_tokens":4,"output_text_usd_per_million_tokens":4,"source_id":"soniox-pricing","as_of":"2026-10-19","verified_on":"2026-10-19","verification_status":"verified","version_scope":"current_service","note":"Current service token tariff; the streaming endpoint is not silently assigned the async-v5 benchmark score. Approximate vendor hourly equivalents are omitted."}]}