Models

The best speech model for dictation on your Mac

Every model Codictate can run, measured on the same recordings on an Apple M4 Max. Pick by the language you dictate and the memory you can spare.

Which model to pick

Most accurate across languages

Whisper Large V3 got 94.0% of words right across all five test languages, the best of any model here, and peaks at 3.5 GB of RAM. Whisper Large V3 Q5_0 scores 94.0% on 1.5 GB, a tie on this many recordings, so it is the easier one on your Mac.

Fastest

Parakeet TDT 0.6B v3 makes you wait 11 ms for every second of audio you dictate, at 92.0% word accuracy. It covers 25 languages rather than the whole Whisper list. It does not translate.

Lightest on memory

The fastest model is also the lightest: Parakeet TDT 0.6B v3 peaks at 80 MB of RAM.

Danish

Edda v0.2 Q5_0 is the most accurate Danish model here, at 92.5% of words right. Wispr Flow is still more accurate on Danish than any model here; the head to head has the numbers.

Every model, side by side

Word accuracy is the share of words transcribed correctly, so higher is better. Wait is milliseconds per second of audio, so lower is better. A Danish-only model is scored on Danish alone.

ModelWord accuracyWait per second of audioPeak RAMDownloadLanguages
Whisper Large V3 Turbo Q5_093.5%66 ms778 MB574 MBAll Whisper languages
Whisper Large V3 Q5_094.0%106 ms1.5 GB1.1 GBAll Whisper languages
Whisper Large V394.0%164 ms3.5 GB3.0 GBAll Whisper languages
Whisper Large V3 Turbo93.6%93 ms1.9 GB1.6 GBAll Whisper languages
Whisper Medium Q5_090.8%65 ms878 MB514 MBAll Whisper languages
Whisper Small Q5_180.7%-383 MB181 MBAll Whisper languages
Parakeet TDT 0.6B v392.0%11 ms80 MB500 MB25
Hviske v5 Tiny Q5_088.7% (Danish)18 ms327 MB181 MBDanish
Edda v0.2 Q5_092.5% (Danish)53 ms787 MB547 MBDanish

Per-language figures, Wispr Flow and every other model we have run are on the benchmarks page. How the recordings are chosen and scored is in how we measure.

Run any of them in Codictate

Codictate is free and open source for Mac and Windows. Pick a model in Settings, press the shortcut, and the text lands in whatever app your cursor is in. Nothing leaves your machine.

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