一作ICML 2026Poster· Applications / Language, Speech and Dialog
Uncertainty-Aware Clarification in LLM Agents with Information Gain
Mengyi DENG · Zhiwei Li · Xin Li · Tingyu ZHU · Ying Zhao · Zhijiang Guo · Wei Wang
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Mengyi DENG · Zhiwei Li · Xin Li · Tingyu ZHU · Ying Zhao · Zhijiang Guo · Wei Wang
Mengyi DENG · Zhiwei Li · Xin Li · Tingyu ZHU · Yulan Yuan · Zhijiang Guo · Wei Wang
Although Large Language Models (LLMs) have made remarkable progress, current preference optimization methods still struggle to align directional consistency while preserving reasoning diversity. To address this limitation, we propose Directional-Groupwise Preference Optimization (DGPO), a lightwe...