Title
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers Dylan Bouchard Mohit Singh Chauhan HILM 70 0 0 27 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 79 0 0 25 Apr 2025
Span-Level Hallucination Detection for LLM-Generated Answers Passant Elchafei Mervet Abu-Elkheir HILM LRM 51 1 0 25 Apr 2025
Decoding Secret Memorization in Code LLMs Through Token-Level Characterization Yuqing Nie Chong Wang K. Wang Guoai Xu Guosheng Xu Haoyu Wang OffRL 37 0 0 11 Oct 2024
Loki: An Open-Source Tool for Fact Verification Haonan Li Xudong Han Hao Wang Yuxia Wang Minghan Wang Rui Xing Yilin Geng Zenan Zhai Preslav Nakov Timothy Baldwin SyDa HILM 32 3 0 02 Oct 2024
Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling Xinyue Fang Zhen Huang Zhiliang Tian Minghui Fang Ziyi Pan Quntian Fang Zhihua Wen Hengyue Pan Dongsheng Li HILM 80 2 0 17 Sep 2024
Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization Yuxin Jiang Bo Huang Yufei Wang Xingshan Zeng Liangyou Li Yasheng Wang Xin Jiang Lifeng Shang Ruiming Tang Wei Wang 40 5 0 14 Aug 2024
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph Roman Vashurin Ekaterina Fadeeva Artem Vazhentsev Akim Tsvigun Daniil Vasilev ... Timothy Baldwin Timothy Baldwin Maxim Panov Artem Shelmanov Artem Shelmanov HILM 53 7 0 21 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 57 5 0 11 Jun 2024
Out-of-Distribution Detection and Selective Generation for Conditional Language Models Jie Jessie Ren Jiaming Luo Yao-Min Zhao Kundan Krishna Mohammad Saleh Balaji Lakshminarayanan Peter J. Liu OODD 64 92 0 30 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network Nikita Kotelevskii A. Artemenkov Kirill Fedyanin Fedor Noskov Alexander Fishkov Artem Shelmanov Artem Vazhentsev Aleksandr Petiushko Maxim Panov UQCV BDL 34 25 0 07 Feb 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016