Automatic Instruction Data Selection for Large Language Models via Uncertainty-Aware Influence Maximization.

@inproceedings{han-2025-automatic, author = {Jindong Han and Hao Liu and Jun Fang and Naiqiang Tan and Hui Xiong}, editor = {Guodong Long and Michale Blumestein and Yi Chang and Liane Lewin-Eytan and Zi Huang and Elad Yom-Tov}, title = {{Automatic Instruction Data Selection for Large Language Models via Uncertainty-Aware Influence Maximization}}, booktitle = {{Proceedings of the ACM on Web Conference 2025, WWW 2025, Sydney, NSW, Australia, 28 April 2025- 2 May 2025}}, pages = {4969--4979}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3696410.3714817}, doi = {https://doi.org/10.1145/3696410.3714817} }