A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice

A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice

20 October 2024

Hsiu-Yuan Huang

ArXiv (abs)PDF HTML

Papers citing "A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice"

15 / 15 papers shown

Title
Inv-Entropy: A Fully Probabilistic Framework for Uncertainty Quantification in Language Models Haoyi Song Ruihan Ji Naichen Shi Fan Lai Raed Al Kontar 77 0 0 11 Jun 2025
From Calibration to Collaboration: LLM Uncertainty Quantification Should Be More Human-Centered Siddartha Devic Tejas Srinivasan Jesse Thomason Willie Neiswanger Vatsal Sharan 21 0 0 09 Jun 2025
Do not Abstain! Identify and Solve the Uncertainty Jingyu Liu Jingquan Peng xiaopeng Wu Xubin Li T. Ge Bo Zheng Yong Liu 35 0 0 01 Jun 2025
MetaFaith: Faithful Natural Language Uncertainty Expression in LLMs Gabrielle Kaili-May Liu Gal Yona Avi Caciularu Idan Szpektor Tim G. J. Rudner Arman Cohan 26 0 0 30 May 2025
Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity Dang Nguyen Ali Payani Baharan Mirzasoleiman 18 0 0 30 May 2025
Revisiting Uncertainty Estimation and Calibration of Large Language Models Linwei Tao Yi-Fan Yeh Minjing Dong Tao Huang Philip Torr Chang Xu 27 0 0 29 May 2025
Measuring Information Distortion in Hierarchical Ultra long Novel Generation:The Optimal Expansion Ratio Hanwen Shen Ting Ying 64 0 0 18 May 2025
Calibrating Translation Decoding with Quality Estimation on LLMs Di Wu Yibin Lei Christof Monz 162 0 0 26 Apr 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 112 6 0 18 Mar 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention Jinhao Duan Fei Kong Hao-Ran Cheng James Diffenderfer B. Kailkhura Lichao Sun Xiaofeng Zhu Xiaoshuang Shi Kaidi Xu 478 4 0 13 Mar 2025
Enhancing LLM Reliability via Explicit Knowledge Boundary Modeling Hang Zheng Hongshen Xu Yuncong Liu Lu Chen Pascale Fung Kai Yu 199 3 0 04 Mar 2025
A Survey of Uncertainty Estimation Methods on Large Language Models Zhiqiu Xia Jinxuan Xu Yuqian Zhang Hang Liu 104 3 0 28 Feb 2025
PlanGenLLMs: A Modern Survey of LLM Planning Capabilities Hui Wei Zihao Zhang Shenghua He Tian Xia Shijia Pan Fei Liu 195 9 0 16 Feb 2025
A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions Ola Shorinwa Zhiting Mei Justin Lidard Allen Z. Ren Anirudha Majumdar HILM LRM 135 19 0 07 Dec 2024
Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness Jeremiah Zhe Liu Zi Lin Shreyas Padhy Dustin Tran Tania Bedrax-Weiss Balaji Lakshminarayanan UQCV BDL 287 452 0 17 Jun 2020

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.