Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration

Feng Nie, Meixi Chen, Zhirui Zhang +1

Pre-trained language models (PLMs) have exhibited remarkable few-shot learning capabilities when provided a few examples in a natural language prompt as demonstrations of test inst…