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cs.CL2026
Entity Binding Failures in Speech LLM Reasoning: Diagnosis and Chain-of-Thought Intervention
Ming-Hao Hsu, Xiaohai Tian, Jun Zhang +1
Speech Large Language Models (SLLMs) underperform their text counterparts on complex reasoning. We reveal that this gap is not a uniform cognitive deficit. Evaluating two architect…
cs.CL2026
Anatomy of the Modality Gap: Dissecting the Internal States of End-to-End Speech LLMs
Ming-Hao Hsu, Xueyao Zhang, Xiaohai Tian +2
Recent advancements in Large Speech-Language Models have significantly bridged the gap between acoustic signals and linguistic understanding. However, a persistent performance disp…