@article{fishersftdataefficientsupervisedfine, title = {FisherSFT: Data-Efficient Supervised Fine-Tuning of Language Models Using Information Gain}, author = {Rohan Deb and Kiran Thekumparampil and Kousha Kalantari and Gaurush Hiranandani and Shoham Sabach and Branislav Kveton}, year = {2025}, eprint = {2505.14826}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.14826v1}, }