From Answers to Policies: Efficient In-Context Learning System through Emulating Expert Investigation.

arXiv:2608.16831v2 Announce Type: replace Abstract: Pretrained large language models offer a practical foundation for learning useful behavior from few task-specific examples. We argue that current prompt and context optimization methods underuse the extensive