@article{adapshotadaptivemanyshotincontextlearnin, title = {AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse}, author = {Jie Ou and Jinyu Guo and Shiyao Guo and Yuang Li and Ruiqi Wu and Zhaokun Wang and Wenyi Li and Wenhong Tian}, year = {2026}, eprint = {2605.03644}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.03644}, }