@inproceedings{yuan-etal-2026-gradfiltering, title = "{GRADFILTERING}: Uncertainty-Aware Gradient Signal-to-Noise Data Selection for Instruction Tuning", author = "Yuan, Zhihang and Yue, Chengyu and Huang, Long and Ou, Litu and Shi, Lei", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.2297/", pages = "52236--52247", ISBN = "979-8-89176-459-0" }