Author

Ziliang Zhao

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Preprint Aug 2026

CLAIM: Leading Open-domain Active Clarification of Large Language Models with Uncertainty Measurement

Experimental results demonstrate that CLAIM can learn stable and generalizable clarification strategies without relying on manually labeled data, offering a low-cost and robust solution for proactive understanding in real-world open-domain interactions with LLMs.

Kuangzhao Yang, Ziliang Zhao, Zhicheng Dou · 0 citations