SupportCal: Label-Free Calibration of Post-Trained LLMs via Reference Support and Corroboration

Linhan Luo, Lequan Lin, Dai Shi +3

Post-training often improves task performance but can degrade confidence calibration, leaving post-trained language models (PoLMs) more overconfident than their corresponding pretr…