shycut

Translate Portuguese video to English

The speech model can write English while it listens to Portuguese, and of all the languages Shycut offers it does this best: 31.2 BLEU for Accurate in OpenAI’s figures.

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How well it translates Portuguese into English

Model in ShycutBLEU into EnglishFrom the paper
Accurate (Whisper small)31.2Table 14, “Whisper small” row, Portuguese column · OpenAI
Fast (Whisper base)22.4Table 14, “Whisper base” row, Portuguese column · OpenAI

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

Accurate scores 1.4 times as high as Fast here, so a translate link opens Shycut with Accurate chosen.

How often it gets a Portuguese word wrong

Model in ShycutWord error rateRoughlyFrom the paper
Accurate (Whisper small)7.3%1 word in 14Table 13, “Whisper small” row, Portuguese column · OpenAI
Fast (Whisper base)13%1 word in 8Table 13, “Whisper base” row, Portuguese 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 Portuguese: 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.

The best translation in the list

Portuguese comes first of the 9 languages Shycut can translate. Even the Fast model scores 22.4, the only language where Fast clears Shycut’s line of 15, though Accurate is still 1.4 times as high.

A model translation keeps the meaning but not always the wording you would choose. Read the English lines through and adjust names and phrases before saving or downloading the SRT.

Need captions in Portuguese itself? Write them as spoken.

How to do it in Shycut

  1. Open your video

    The button opens Shycut set to translate Portuguese 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 Portuguese to English translation?

OpenAI reports 31.2 BLEU for the Accurate model and 22.4 for Fast, the highest of the languages Shycut offers.

Are the English captions timed?

Yes. Each line follows the Portuguese speech it translates; single-word timing is approximate.

Is the video uploaded to translate it?

No. The model runs in your browser and translates 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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