Inference APIs

Measured accuracy

ModelWord error rateCharacter error rateClips with no errorsEmpty transcriptsSpeed
Whisper Large v3
openai/whisper-large-v3
71%45%0 of 3010 of 300.087× real time

Not usable. Most words come out wrong. Do not build on it for this language. The clips are clean, single-speaker read speech, so treat this as a best case for your own recordings. How we measured, and all 83 languages.

What a transcript looks like

The clip with the median error rate from the test, reference text against what the API returned.

SpokenAnanging, amarga saluran komunikasi kang alon, gaya ing kulon bisa ketinggalan kanthi 25 tekan 30 taun.
Whisper Large v3Anangin amargho saluran komunikasi kangalon gaya engkulon biso ketinggalan kanti slawetekan telung puluh taun

Language detection

Send language=jw. Of 10 clips sent without it, only 7 were identified as Javanese; the others were labelled Indonesian (3). When detection is wrong, Whisper writes the transcript in the language it guessed.

What to do instead

We would rather you know this before you build than after. For Javanese, look at services that train specifically on the language, such as Google Cloud Speech-to-Text or Azure AI Speech, both of which publish their language lists, or a Whisper checkpoint fine-tuned on Javanese from Hugging Face run on your own hardware. If your audio mixes Javanese with a well-supported language, the well-supported parts will still transcribe. You can confirm all of this on your own audio with the free credit on a new account: transcription playground.

FAQ

How accurate is Whisper for Javanese?

On 30 clean read-speech clips it made 71% word errors. Most words come out wrong. Do not build on it for this language. Real recordings with noise, accents or several speakers will score worse.

Does language auto-detection work for Javanese?

Not reliably. Of 10 clips sent without a language, 7 were identified as Javanese; the rest were labelled Indonesian (3). A wrong label means the transcript is written in the wrong language, so always send language=jw.

Can it translate Javanese speech to English?

The API returns Javanese text. For English, transcribe first and translate the text with a chat model on the same key; with accuracy this low the translation will inherit the errors.