CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes.

@inproceedings{zhao-2025-cem, author = {Haokun Zhao and Jinyi Han and Jie Shi and Chengyu Du and Jiaqing Liang and Yanghua Xiao and Weikang Zhou and Zeye Sun and Fei Yu}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {4346--4356}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3761096}, doi = {https://doi.org/10.1145/3746252.3761096} }