Self-Calibrating Language Models via Test-Time Discriminative Distillation

Mohamed Rissal Hedna, Jan Strich, Martin Semmann +1

Large language models (LLMs) are systematically overconfident: they routinely express high certainty on questions they often answer incorrectly. Existing calibration methods either…