Hallucination Detection and Hallucination Mitigation: An Investigation

Hallucination Detection and Hallucination Mitigation: An Investigation

16 January 2024

Michael R. M. Jenkin

Papers citing "Hallucination Detection and Hallucination Mitigation: An Investigation"

13 / 13 papers shown

Title
Span-Level Hallucination Detection for LLM-Generated Answers Passant Elchafei Mervet Abu-Elkheir HILM LRM 66 1 0 25 Apr 2025
Can Your Uncertainty Scores Detect Hallucinated Entity? Min-Hsuan Yeh Max Kamachee Seongheon Park Yixuan Li HILM 53 1 0 17 Feb 2025
OnionEval: An Unified Evaluation of Fact-conflicting Hallucination for Small-Large Language Models Chongren Sun Y. Li Di Wu Benoit Boulet HILM LRM 88 1 0 22 Jan 2025
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Yanwen Huang Yong Zhang Ning Cheng Zhitao Li Shaojun Wang Jing Xiao 86 0 0 02 Jan 2025
Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector Xiaoxue Cheng Junyi Li Wayne Xin Zhao Hongzhi Zhang Fuzheng Zhang Di Zhang Kun Gai Ji-Rong Wen HILM LLMAG 40 7 0 17 Jun 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 65 212 0 22 Jan 2024
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 152 391 0 15 Mar 2023
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 358 8,495 0 28 Jan 2022
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 175 145 0 30 Aug 2021
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 161 101 0 14 Jul 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 228 305 0 27 Apr 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 219 143 0 18 Apr 2021
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 258 1,432 0 22 Aug 2019