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Jing-Yi Ren

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#natural language process... Preprint Sep 2026

When Words Fall Short: Iterative Synergy Between Verbalized Reasoning and Hidden Features for LLM Confidence Estimation

Experiments demonstrate that, by iteratively exploiting richer hidden features and adapting to the evolving policy distribution, IPoET consistently outperforms both estimator- and verbalization-based baselines in-domain and achieves superior or comparable results across all out-of-domain metrics.

Ye Xu, An-Te Wang, Jing-Yi Ren et al. · 0 citations

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