handy models

speech-to-text benchmarks for transcribe.cpp, the engine behind Handy

the whole grid

Every model × every benchmarked language. Darker is worse. A ring means the model card claims the language but there is no benchmark. Click any cell for the language leaderboard.

error %: 0491317212630+ claimed, not benchmarked
afamarhyasazbnbebsbgmyyuecahrcsdanlenetfilfifrglkadeelguhahehihuisidgaitjajvknkkkmkololvlnltlbmkmsmlmtzhmimrmnnenbocpsfaplptparorusrsnsdskslsoesswsvtgtatethtrukuruzvicyyo whisper-large-v3 whisper-large-v3-turbo whisper-large-v2 whisper-large whisper-medium whisper-small whisper-base whisper-tiny Fun-ASR-MLT-Nano-2512 Qwen3-ASR-1.7B Qwen3-ASR-0.6B nemotron-3.5-asr-streaming-0.6b canary-1b-v2 parakeet-ultra orukeet parakeet-tdt-0.6b-v3 parakeet-primeline cohere-transcribe-03-2026 Voxtral-Mini-4B-Realtime-2602 Voxtral-Small-24B-2507 Voxtral-Mini-3B-2507 granite-speech-4.1-2b granite-4.0-1b-speech granite-speech-4.1-2b-nar granite-speech-4.1-2b-plus SenseVoiceSmall canary-1b canary-1b-flash canary-180m-flash Fun-ASR-Nano-2512 Breeze-ASR-25 MOSS-Transcribe-Diarize cohere-transcribe-arabic-07-2026 canary-qwen-2.5b parakeet-unified-en-0.6b parakeet-tdt-0.6b-v2 parakeet-tdt-1.1b granite-speech-5.0-470m-turboctc-nc parakeet-rnnt-1.1b parakeet-rnnt-0.6b granite-speech-5.0-470m-turboctc parakeet-tdt_ctc-1.1b whisper-medium.en gigaam-v3-e2e-rnnt gigaam-v3-e2e-ctc parakeet-ctc-0.6b parakeet-ctc-1.1b parakeet-tdt_ctc-110m whisper-small.en nemotron-speech-streaming-en-0.6b multitalker-parakeet-streaming-0.6b-v1 whisper-base.en moonshine-streaming-medium gigaam-v3-rnnt moonshine-base-ko gigaam-v3-ctc moonshine-streaming-small moonshine-tiny-ko moonshine-base-vi whisper-tiny.en moonshine-base-ja moonshine-base moonshine-tiny-vi moonshine-tiny-ja moonshine-tiny-zh moonshine-tiny moonshine-base-uk moonshine-base-zh moonshine-streaming-tiny moonshine-tiny-uk moonshine-base-ar moonshine-tiny-ar medasr

The 20 card-only languages (Whisper’s long tail) are not columns here — find them under languages → “on model cards only”.