Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference

Wei Cheng, Tianlu Wang, Yanmin Ji +3

While in-context learning with large language models (LLMs) has shown impressive performance, we have discovered a unique miscalibration behavior where both correct and incorrect p…