NatWest benchmarks British-accent ASR: Cohere Transcribe hits 15.3% WER

Nils_Reimers · x · 2026-10-21

Independent research from NatWest Group, published as the arXiv paper "Mind the Accent Gap" with the new CavaBench benchmark of spoken financial queries, evaluates ASR models on British accents. Cohere Transcribe achieves a 15.3% word error rate, beating Whisper Turbo and Parakeet with one of the smallest cross-accent gaps—without fine-tuning. Key findings: WER strongly predicts downstream tool-calling accuracy (r=-0.93), yet can mask task-level failures that vary substantially across models and acoustic conditions. Directly relevant to voice-agent model selection in finance.

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