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Fact · Languages and accents

88.9percent word error rate

On the FLEURS benchmark, Whisper large-v2 had a word error rate of 88.9 percent for Hausa.

Checked against its source on October 17, 2026

In the source's own words

“Whisper large-v2 4.5 12.5 4.2 3.0 21.9 32.9 9.7 13.8 8.3 15.4 102.7 88.9 27.1 21.5”

Robust Speech Recognition via Large-Scale Weak Supervision (full text), Alec Radford et al., OpenAI (arXiv), 2022, Appendix D.2.4, Table 13.

Open the original (DOI 10.48550/arXiv.2212.04356)
What it measures
The FLEURS table lists word error rates for each language. The row here is for Whisper large-v2 with Hausa in the twelfth column.
What it does not show
The number describes the paper's FLEURS test, read aloud and transcribed by professionals, not every Hausa recording.

Source

Cited on

Whisper's word error rate in Hausa is 88.9 percent | Yap