@article{learningwhatmattersprobabilistictask, title = {Learning What Matters: Probabilistic Task Selection via Mutual Information for Model Finetuning}, author = {Prateek Chanda and Saral Sureka and Parth Pratim Chatterjee and KrishnaTeja Killamsetty and Nikhil Shivakumar Nayak and Ganesh Ramakrishnan}, year = {2025}, eprint = {2507.12612}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.12612v1}, }