Trust in One Round: Confidence Estimation for Large Language Models via Structural Signals

Pengyue Yang, Jiawen Wen, Haolin Jin +3

Large language models (LLMs) are increasingly deployed in domains where errors carry high social, scientific, or safety costs. Yet standard confidence estimators, such as token lik…