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Category ranking · 8 models · checked 2026-10-13

Speech to text

Ranked by Open ASR Leaderboard, average WER (English short-form) (lower is better). Source: hf-audio/open-asr-leaderboard-results, english_short_latest.csv (leaderboard version 09-10-2026).

  1. Whisper large-v3 turbo8.4
  2. Whisper large-v37.8
  3. Voxtral Mini 3B7.8
  4. Distil-Whisper large-v3.57.0
  5. Parakeet TDT 0.6B v36.5
  6. Parakeet TDT 0.6B v26.4
  7. Canary-Qwen 2.5B6.4
Open ASR Leaderboard, average WER (English short-form). Shorter is better. Values are exactly as published; the table below links each one.

Open ASR Leaderboard, average WER (English short-form)

7 with a published score, 1 not yet measured.

#
Model
Parameters
Score
Source
Licence
1Canary-Qwen 2.5B
NVIDIA
2.6 B6.37%SourcedSource
avg 6.3686, RTFx 881.67.
CC-BY-4.0
2Parakeet TDT 0.6B v2
NVIDIA
—6.43%SourcedSource
avg 6.4329, RTFx 6148.32.
CC-BY-4.0
3Parakeet TDT 0.6B v3
NVIDIA
627 M6.51%SourcedSource
avg 6.5143, RTFx 6227.73.
CC-BY-4.0
4Distil-Whisper large-v3.5
Hugging Face
756 M7.02%SourcedSource
avg 7.0229, RTFx 898.21.
MIT
5Voxtral Mini 3B
Mistral AI
4.7 B7.84%SourcedSource
avg 7.8371, RTFx 179.78.
Apache-2.0
6Whisper large-v3
OpenAI
1.5 B7.84%SourcedSource
avg 7.8414, RTFx 470.73.
Apache-2.0
7Whisper large-v3 turbo
OpenAI
809 M8.39%SourcedSource
avg 8.3871, RTFx 810.5.
MIT
—Canary 1B Flash
NVIDIA
811 MNot yet measuredNot listed in the current leaderboard file.CC-BY-4.0

How to read this: one public benchmark per category, so you can compare like with like. We copy the published number and link it; we do not re-run it, average different benchmarks or fill gaps. Vendor-reported numbers use each vendor's own settings, so treat small gaps as ties. “Not yet measured” means we found no comparable public score, not that the model is weak.

Every model was checked against the Hugging Face API on 2026-10-13: it exists, is public, and has the parameter count and licence shown. Other categories: Math and reasoning · Coding · Vision-language · OCR and documents · Text to speech · Image generation · Embeddings and rerankers · Small fast 'System 1' · Biomedical · Tool use and agents · Multilingual and translation · Time series · Robotics (VLA).

Machine-readable: /api/v1/categories/speech-to-text.json