@article{benchmarkinguncertaintyquantification, title = {Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph}, author = {Roman Vashurin and Ekaterina Fadeeva and Artem Vazhentsev and Lyudmila Rvanova and Akim Tsvigun and Daniil Vasilev and Rui Xing and Abdelrahman Boda Sadallah and Kirill Grishchenkov and Sergey Petrakov and Alexander Panchenko and Timothy Baldwin and Preslav Nakov and Maxim Panov and Artem Shelmanov}, year = {2024}, eprint = {2406.15627}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2406.15627v3}, }