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News/Entity Binding Failures in Speech LLM Reasoning: Diagnosis and Chain-of-Thought Intervention
arxiv
PublishedJune 12, 2026 at 4:00 AM

Entity Binding Failures in Speech LLM Reasoning: Diagnosis and Chain-of-Thought Intervention

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arXiv:2606.04474v2 Announce Type: replace Abstract: 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 architecturally diverse SLLMs, we show speech-to-text (S2T) matches or exceed

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