BaseCal: Unsupervised Confidence Calibration via Base Model Signals

Hexiang Tan, Wanli Yang, Junwei Zhang +7

Reliable confidence is essential for trusting the outputs of LLMs, yet widely deployed post-trained LLMs (PoLLMs) typically compromise this trust with severe overconfidence. In con…