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The Learning Objective Governs Perceptual Narrowing: A Cross-Lingual, Layer-Wise, Ten-Seed Study of Self-Supervised Speech Encoders

arXiv cs.CL · 2026-08-04 缓存

A ten-seed study of self-supervised speech encoders shows that the learning objective (reconstruction vs. prediction) governs cross-lingual perceptual narrowing, with reconstruction degrading non-native phoneme discrimination and prediction improving it.

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