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Voice agents depend on accurate automatic speech recognition (ASR) to act on what callers say, yet ASR is evaluated on read, English-centric speech with word error rate (WER), which penalizes surface rather than semantic differences. We introduce mu-bench, a dataset of 4,270 caller utterances from 250 phone calls to an AI banking agent in English, Spanish, Turkish, Vietnamese, and Mandarin, centered on form-field inputs such as names, email addresses, and confirmation codes. We release Utterance Error Rate (UER), an LLM judge of whether a transcript preserves meaning, calibrated against human raters, together with an LLM normalizer that makes WER comparable across providers' output formats. On 1,847 human-rated transcripts, UER agrees with annotators at $κ$ = 0.78, versus 0.53 for exact-match WER on normalized text. We rank six commercial providers on a public leaderboard; the best reaches 11.9% UER, and Mandarin is hardest for all six.

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اقتبس هذه المقالة

APA 7

Li, A., & Ray, S. (2026). mu-bench: معيار متعدد اللغات لتفريغ الأقوال. https://omanscience.com/ar/articles/mu-bench-a-multilingual-utterance-transcription-benchmark

MLA 9

Li, Andrea, and Soham Ray. "mu-bench: معيار متعدد اللغات لتفريغ الأقوال." https://omanscience.com/ar/articles/mu-bench-a-multilingual-utterance-transcription-benchmark.

شيكاغو (المؤلف–التاريخ)

Li, Andrea, and Soham Ray. 2026. "mu-bench: معيار متعدد اللغات لتفريغ الأقوال." https://omanscience.com/ar/articles/mu-bench-a-multilingual-utterance-transcription-benchmark.

هارفارد

Li, A. and Ray, S. (2026) 'mu-bench: معيار متعدد اللغات لتفريغ الأقوال', Available at: https://omanscience.com/ar/articles/mu-bench-a-multilingual-utterance-transcription-benchmark.

فانكوفر

Li A, Ray S. mu-bench: معيار متعدد اللغات لتفريغ الأقوال. https://omanscience.com/ar/articles/mu-bench-a-multilingual-utterance-transcription-benchmark

IEEE

A. Li, and S. Ray, "mu-bench: معيار متعدد اللغات لتفريغ الأقوال," https://omanscience.com/ar/articles/mu-bench-a-multilingual-utterance-transcription-benchmark.