A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation

A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation

11 June 2024

Yang Zhang

Papers citing "A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation"

17 / 17 papers shown

Title
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation Liaoyaqi Wang Zhengping Jiang Anqi Liu Benjamin Van Durme 52 0 0 02 May 2025
LLM Hallucination Reasoning with Zero-shot Knowledge Test Seongmin Lee Hsiang Hsu Chun-Fu Chen LRM 29 2 0 14 Nov 2024
Prompt-Guided Internal States for Hallucination Detection of Large Language Models Fujie Zhang Peiqi Yu Biao Yi Baolei Zhang Tong Li Zheli Liu HILM LRM 38 0 0 07 Nov 2024
Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning Yujian Liu Shiyu Chang Tommi Jaakkola Yang Zhang 23 0 0 25 Oct 2024
Semantic Graphs for Syntactic Simplification: A Revisit from the Age of LLM Peiran Yao Kostyantyn Guzhva Denilson Barbosa 37 3 0 04 Jul 2024
Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification Ekaterina Fadeeva Aleksandr Rubashevskii Artem Shelmanov Sergey Petrakov Haonan Li ... Gleb Kuzmin Alexander Panchenko Timothy Baldwin Preslav Nakov Maxim Panov HILM 32 37 0 07 Mar 2024
Detecting and Mitigating Hallucinations in Multilingual Summarisation Yifu Qiu Yftah Ziser Anna Korhonen E. Ponti Shay B. Cohen HILM 43 42 0 23 May 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 75 171 0 22 May 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 210 297 0 26 Apr 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 145 386 0 15 Mar 2023
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 51 52 0 21 Oct 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 201 157 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 313 8,261 0 28 Jan 2022
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 170 144 0 30 Aug 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 209 140 0 18 Apr 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 235 184 0 17 Apr 2021