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20242026
most citedDecompose-ToM: Enhancing Theory of Mind Reasoning in Large Language Models through Simulation and Task Decomposition

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cs.HC2026

PrefIx: Understand and Adapt to User Preference in Human-Agent Interaction

Jialin Li, Zhenhao Chen, Hanjun Luo +1

LLM-based agents can complete tasks correctly yet still frustrate users through poor interaction patterns, such as excessive confirmations, opaque reasoning, or misaligned pacing.…