24 speech recognizers encode phonemes at very different depths: 21% vs 49%

stanfordnlp · x · 2026-10-26

A study presented at EMNLP analyzed internal representations across 24 speech recognizers and found that AI doesn't hear the world like humans — or even like other AI. Phonemes were easiest to read out at about 21% of encoder depth on average for Conformers, versus 49% for Transformers, showing architecture-dependent encoding of speech information.

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