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Active Confusion Expression in Large Language Models: Leveraging World Models toward Better Social Reasoning

LLMs confuse objective reality with subjective beliefs in social reasoning; adaptive world model tracking improves accuracy and cuts token costs.

Jialu Du, Guiyang Hou, Fu, Yihui, Chen Wu and 3 more

Published Oct 9, 2025 · 0 citations

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5