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#natural language process... Preprint Oct 2026

Local Prototype Reconstruction for Text-Compatible Speech-to-LLM Bridge Pretraining

Speech-to-LLM systems often connect a frozen speech encoder to a frozen large language model (LLM) through a small trainable bridge. The bridge is usually treated as plumbing, but it in fact defines the geometry of the speech-to-LLM interface, and the pretraining objective decides whether that interface provides a reus...

Xin-Nian Zhao, Chia-Hua Wu, Pu Wang et al. · 0 citations

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