Uncertainty Quantification for Multiple-Choice Questions is Just One-Token Deep.

@inproceedings{zeng-2025-uncertainty, author = {Qingcheng Zeng and Mingyu Jin and Qinkai Yu and Zhenting Wang and Wenyue Hua and Guangyan Sun and Yanda Meng and Shiqing Ma and Qifan Wang and Felix Juefei-Xu and Fan Yang and Kaize Ding and Ruixiang Tang and Yongfeng Zhang}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{Uncertainty Quantification for Multiple-Choice Questions is Just One-Token Deep}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {5474--5478}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3760887}, doi = {https://doi.org/10.1145/3746252.3760887} }