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Fact · Languages and accents

7.2BLEU points

On the Fleurs read-speech test, Whisper large-v2 scored 7.2 BLEU when translating Swahili speech into English.

Checked against its source on October 17, 2026

In the source's own words

“Whisper large-v2 35.3 7.2 9.2 12.5 14.5 16.1 26.6 29.4 17.2 6.0 20.4 1.4”

Robust Speech Recognition via Large-Scale Weak Supervision (full text), Alec Radford et al., OpenAI (arXiv), 2022, Table 14, BLEU scores on Fleurs (speech translation).

Open the original (DOI 10.48550/arXiv.2212.04356)
What it measures
The Swahili value is the second column of the Whisper large-v2 row in the block of languages that starts with Swedish.
What it does not show
Read sentences with one reference translation. The paper's transcription error rate for Swahili is much higher than for Spanish, so the translation starts from a weaker transcript.

Source

Cited on

Whisper speech translation from Swahili: 7.2 BLEU | Yap