shycut

Translate French video to English

The model writes English as it listens to the French. With the Accurate model Shycut uses, OpenAI measured 23.5 BLEU, against 13.1 for Fast.

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How well it translates French into English

Model in ShycutBLEU into EnglishFrom the paper
Accurate (Whisper small)23.5Table 14, “Whisper small” row, French column · OpenAI
Fast (Whisper base)13.1Table 14, “Whisper base” row, French column · OpenAI

BLEU compares a machine translation with human ones; higher is closer. These are OpenAI’s scores on the FLEURS set.

Accurate scores 1.8 times as high as Fast here, so a translate link opens Shycut with Accurate chosen.

How often it gets a French word wrong

Model in ShycutWord error rateRoughlyFrom the paper
Accurate (Whisper small)15%1 word in 7Table 13, “Whisper small” row, French column · OpenAI
Fast (Whisper base)28.5%1 word in 4Table 13, “Whisper base” row, French column · OpenAI

Word error rate is the share of words a model gets wrong (swapped, missed or added) against a human transcript, in OpenAI’s own test on the FLEURS speech set; lower is better.

Shycut runs these two models converted to work in a browser (with 8-bit or 4-bit weights on some devices), so its results can differ a little from the paper’s.

How the translation is made

While it listens
The speech model writes English as it hears the French: no separate translation step, and nothing is sent anywhere.
Timed to the speech
Each line follows the speech it translates; the timing of single words is approximate, since English word order differs.
Kept apart from the script
English words aren’t the ones said, so Shycut doesn’t use them to cut the video or find hesitations; the Text tab offers to write the speech as spoken.

French speech, English captions

French translates third best of the 9 languages Shycut can translate. Accurate scores 1.8 times as high as Fast here, so translation always runs on Accurate when you arrive from this page.

Writing the French itself is accurate to about 1 word in 7, and a translation can only be as good as what was heard. For clear speech, close to the microphone, the English comes out best.

Need captions in French itself? Write them as spoken.

How to do it in Shycut

  1. Open your video

    The button opens Shycut set to translate French speech into English, with the Accurate model chosen.

  2. Write the English captions

    The model listens to the speech and writes English lines, timed to it, on your device.

  3. Check, then save

    Read the lines through, correct what needs it, then save the video with them or download an SRT file.

Where these facts come from

Questions

How good is the French to English translation?

23.5 BLEU for Accurate and 13.1 for Fast, in OpenAI’s test.

Can I keep French captions instead?

Yes. Choose “As spoken” in the Captions tab to write the French as said.

Does it need an internet connection?

Only once, to download the model. After that it runs on your device.

Your video stays with you.

Open Shycut, drop the video in and export. Free, with no account, and your video never leaves your device.

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