Soft Adaptive Policy Optimization (SAPO
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Enhancing Spatial Reasoning in Large Language Models for Metal-Organic Frameworks Structure Prediction
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Beyond Semantic Dominance: Cognitive Affective Reasoning and Empathetic Response Alignment in Audio Language Models
arXiv:2606.06940v1 Announce Type: cross Abstract: While Audio Language Models (ALMs) demonstrate strong semantic understanding, they struggle with complex affective interactions. Specifically, textual semantic dominance often overshadows acoustic nuances, and a lack of cognitive depth leads to generic, emotion-agnostic responses. We propose CogAudio-LLM\footnote{ \urlstyle{same} https://github.com/zxzhao0/CogAudio-LLM, a novel cognitive affective reasoning framework.