@article{uncertaintyawaregradientsignaltonoisedat, title = {Uncertainty-Aware Gradient Signal-to-Noise Data Selection for Instruction Tuning}, author = {Zhihang Yuan and Chengyu Yue and Long Huang and Litu Ou and Lei Shi}, year = {2026}, eprint = {2601.13697}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.13697}, }