"reliability enhancement" Papers

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An Empirical Analysis of Uncertainty in Large Language Model Evaluations

Qiujie Xie, Qingqiu Li, Zhuohao Yu et al.

ICLR 2025arXiv:2502.10709
16
citations

SteerConf: Steering LLMs for Confidence Elicitation

Ziang Zhou, Tianyuan Jin, Jieming Shi et al.

NEURIPS 2025arXiv:2503.02863
8
citations

Uncertainty-Driven Expert Control: Enhancing the Reliability of Medical Vision-Language Models

Xiao Liang, Di Wang, Zhicheng Jiao et al.

ICCV 2025arXiv:2507.09209
2
citations