الباحثون

Jingyi Ren

المنشورات 1

نسخة أولية وصول مفتوح

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

Yekun Xu, Ante Wang, Jingyi Ren وآخرون · 2026

Confidence estimation is crucial for developing trustworthy large language models (LLMs), with most methods following estimator-based or verbalization-based paradigms. While recent research increasingly focuses on improving verbalized self-reports of confidence, we challenge the prevailing view that this approach surpa …

المؤلفون المشاركون