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Shu-Gong Xu

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#natural language process... Preprint Sep 2026

PTC-Bias: Phoneme-Level Temporal Competition for Bias Retrieval and Post-Decoding Correction in Speech LLMs

PTC-Bias is proposed, a two-stage framework based on phoneme-level temporal competition that reduces near-homophone and word-segmentation errors while preserving correct transcriptions and shows consistent gains across two SpeechLLMs and bias lists of up to 2000 words.

Zhi-Qi Ai, Han Cheng, Shi-Yi Mu et al. · 0 citations

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