Best Open Speech Recognition (ASR) Models in 2026: WER, Languages, Latency, and License Compared
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Open speech recognition stopped being a Whisper monoculture in 2026. Cohere Transcribe, IBM Granite Speech 4.1, ARK-ASR and MOSS-Transcribe are now separated by less than one WER point on the Hugging Face Open ASR Leaderboard — which means rank no longer decides anything. This roundup compares 16 open-weight models on word error rate, language coverage, streaming latency and license, and shows why the published averages cannot be subtracted from one another.
1Key Takeaways
- Open speech recognition stopped being a Whisper monoculture in 2026.
- Cohere Transcribe, IBM Granite Speech 4.1, ARK-ASR and MOSS-Transcribe are now separated by less than one WER point on the Hugging Face Open ASR Leaderboard — which means rank no longer decides anything.
- This roundup compares 16 open-weight models on word error rate, language coverage, streaming latency and license, and shows why the published averages cannot be subtracted from one another.
2AIWedia Score
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3Why it matters
New model releases change what is possible for builders, researchers, and everyday AI users. MarkTechPost reports that open speech recognition stopped being a Whisper monoculture in 2026.
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