作者位次 #3/8ACL 2026Poster· Natural Language Processing
A dap S hot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse
Jie Ou · Jinyu Guo · Shiyao Guo · Yuang Li · Ruiqi Wu · Zhaokun Wang · Wenyi Li · Wenhong Tian
摘要
Many-Shot In-Context Learning (ICL) has emerged as a promising paradigm, leveraging extensive examples to unlock the reasoning potential of Large Language Models (LLMs). However, existing methods typically rely on a predetermined, fixed number of shots. This static approach often fails to adapt t...