Neuron-Aware Active Few-Shot Learning for LLMs

Zhuowei Chen, Liwei Chen, Christian Schunn +2

Active Few-Shot Learning (AFSL) adapts LLMs to specialized domains by identifying the most valuable unlabeled samples for annotation and use as few-shot demonstrations, effectively…