@inproceedings{ou-etal-2026-adapshot, title = "{A}dap{S}hot: Adaptive Many-Shot In-Context Learning with Semantic-Aware {KV} Cache Reuse", author = "Ou, Jie and Guo, Jinyu and Guo, Shiyao and Li, Yuang and Wu, Ruiqi and Wang, Zhaokun and Li, Wenyi and Tian, Wenhong", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1990/", pages = "42946--42960", ISBN = "979-8-89176-390-6" }