@article{interpretableprobabilityestimationwithll, title = {Interpretable Probability Estimation with LLMs via Shapley Reconstruction}, author = {Yang Nan and Qihao Wen and Jiahao Wang and Pengfei He and Ravi Tandon and Yong Ge and Han Xu}, year = {2026}, eprint = {2601.09151}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.09151}, }