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cs.CL2026
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents
Caiqi Zhang, Xiaochen Zhu, Chengzu Li +3
Reliable confidence estimation is increasingly central to the trustworthy deployment of language models: a calibrated estimate of the probability that an output is correct decides…
cs.CL2026
How do LLMs Compute Verbal Confidence
Dharshan Kumaran, Arthur Conmy, Federico Barbero +3
Verbal confidence -- prompting LLMs to state their confidence as a number or category -- is widely used to extract uncertainty estimates from black-box models. However, how LLMs in…