Evidence-based Factual Error Correction

31 December 2020

Papers citing "Evidence-based Factual Error Correction"

41 / 41 papers shown

Title
MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration David Wan Justin Chih-Yao Chen Elias Stengel-Eskin Joey Tianyi Zhou LLMAG LRM 65 1 0 19 Mar 2025
Mitigating GenAI-powered Evidence Pollution for Out-of-Context Multimodal Misinformation Detection Zehong Yan Peng Qi W. Hsu M. Lee 47 0 0 24 Jan 2025
Atomic Fact Decomposition Helps Attributed Question Answering Zhichao Yan J. Wang Jiaoyan Chen Xiaoli Li Ru Li Jeff Z. Pan KELM HILM 36 0 0 22 Oct 2024
Medico: Towards Hallucination Detection and Correction with Multi-source Evidence Fusion Xinping Zhao Jindi Yu Zhenyu Liu Jifang Wang Dongfang Li Yibin Chen Baotian Hu Min Zhang HILM 33 0 0 14 Oct 2024
Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service Song Wang Xun Wang Jie Mei Yujia Xie Sean Muarray Zhang Li Lingfeng Wu Sihan Chen Wayne Xiong HILM 61 0 0 22 Jul 2024
Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches Islam Eldifrawi Shengrui Wang Amine Trabelsi 46 8 0 09 Jul 2024
Learning to Refine with Fine-Grained Natural Language Feedback Manya Wadhwa Xinyu Zhao Junyi Jessy Li Greg Durrett 37 12 0 02 Jul 2024
POLygraph: Polish Fake News Dataset Daniel Dzienisiewicz Filip Graliñski Piotr Jabłoński Marek Kubis Paweł Skórzewski Piotr Wierzchoñ 25 0 0 01 Jul 2024
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs Ryo Kamoi Yusen Zhang Nan Zhang Jiawei Han Rui Zhang LRM 50 57 0 03 Jun 2024
Gradient Guided Hypotheses: A unified solution to enable machine learning models on scarce and noisy data regimes Paulo Neves Joerg K. Wegner Philippe Schwaller 23 0 0 29 May 2024
MisgenderMender: A Community-Informed Approach to Interventions for Misgendering Tamanna Hossain Sunipa Dev Sameer Singh 32 5 0 23 Apr 2024
Quantum Natural Language Processing Dominic Widdows Willie Aboumrad Dohun Kim Sayonee Ray Jonathan Mei 50 6 0 28 Mar 2024
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses Juyeon Kim Jeongeun Lee Yoonho Chang Chanyeol Choi Junseong Kim Jy-yong Sohn KELM LRM 56 2 0 27 Feb 2024
Knowledge Editing on Black-box Large Language Models Xiaoshuai Song Zhengyang Wang Keqing He Guanting Dong Yutao Mou Jinxu Zhao Weiran Xu KELM 31 2 0 13 Feb 2024
Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning Kung-Hsiang Huang Mingyang Zhou Hou Pong Chan Yi Ren Fung Zhenhailong Wang Lingyu Zhang Shih-Fu Chang Chenhui Xu 19 33 0 15 Dec 2023
Improving Factual Error Correction by Learning to Inject Factual Errors Xingwei He Qianru Zhang Alex Jin Jun Ma Yuan Yuan Siu-Ming Yiu KELM 23 2 0 12 Dec 2023
Factcheck-Bench: Fine-Grained Evaluation Benchmark for Automatic Fact-checkers Yuxia Wang Revanth Gangi Reddy Zain Muhammad Mujahid Arnav Arora Aleksandr Rubashevskii ... Nadav Borenstein Aditya Pillai Isabelle Augenstein Iryna Gurevych Preslav Nakov HILM 38 33 0 15 Nov 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 184 0 11 Oct 2023
XATU: A Fine-grained Instruction-based Benchmark for Explainable Text Updates Haopeng Zhang Hayate Iso Sairam Gurajada Nikita Bhutani 39 6 0 20 Sep 2023
Reference Matters: Benchmarking Factual Error Correction for Dialogue Summarization with Fine-grained Evaluation Framework Mingqi Gao Xiaojun Wan Jia Su Zhefeng Wang Baoxing Huai HILM 16 8 0 08 Jun 2023
PURR: Efficiently Editing Language Model Hallucinations by Denoising Language Model Corruptions Anthony Chen Panupong Pasupat Sameer Singh Hongrae Lee Kelvin Guu 32 40 0 24 May 2023
SciFix: Outperforming GPT3 on Scientific Factual Error Correction D. Ashok Atharva Kulkarni Hai Pham Barnabás Póczos 30 1 0 24 May 2023
Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models Miaoran Li Baolin Peng Michel Galley Jianfeng Gao Zhu Zhang LRM HILM KELM 34 28 0 24 May 2023
Zero-shot Faithful Factual Error Correction Kung-Hsiang Huang Hou Pong Chan Heng Ji KELM HILM 26 30 0 13 May 2023
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators Xingwei He Zheng-Wen Lin Yeyun Gong Alex Jin Hang Zhang Chen Lin Jian Jiao Siu-Ming Yiu Nan Duan Weizhu Chen 46 186 0 29 Mar 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification Seungone Kim Se June Joo Yul Jang Hyungjoo Chae Jinyoung Yeo LRM 22 12 0 07 Mar 2023
Characterizing Attribution and Fluency Tradeoffs for Retrieval-Augmented Large Language Models Renat Aksitov Chung-Ching Chang David Reitter Siamak Shakeri Yun-hsuan Sung RALM 19 16 0 11 Feb 2023
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing Jiangjie Chen Rui Xu Wenyuan Zeng Changzhi Sun Lei Li Yanghua Xiao KELM 43 9 0 22 Nov 2022
SciFact-Open: Towards open-domain scientific claim verification David Wadden Kyle Lo Bailey Kuehl Arman Cohan Iz Beltagy Lucy Lu Wang Hannaneh Hajishirzi LRM 22 55 0 25 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 41 256 0 17 Oct 2022
Fact-Saboteurs: A Taxonomy of Evidence Manipulation Attacks against Fact-Verification Systems Sahar Abdelnabi Mario Fritz AAML 200 5 0 07 Sep 2022
Claim-Dissector: An Interpretable Fact-Checking System with Joint Re-ranking and Veracity Prediction Martin Fajcik P. Motlícek Pavel Smrz 31 18 0 28 Jul 2022
Factual Error Correction for Abstractive Summaries Using Entity Retrieval Hwanhee Lee Cheoneum Park Seunghyun Yoon Trung Bui Franck Dernoncourt Juae Kim Kyomin Jung KELM 12 12 0 18 Apr 2022
Fact Checking with Insufficient Evidence Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein 37 14 0 05 Apr 2022
DialFact: A Benchmark for Fact-Checking in Dialogue Prakhar Gupta C. Wu Wenhao Liu Caiming Xiong HILM 24 62 0 15 Oct 2021
ProoFVer: Natural Logic Theorem Proving for Fact Verification Amrith Krishna Sebastian Riedel Andreas Vlachos 21 61 0 25 Aug 2021
FaVIQ: FAct Verification from Information-seeking Questions Jungsoo Park Sewon Min Jaewoo Kang Luke Zettlemoyer Hannaneh Hajishirzi HILM 34 37 0 05 Jul 2021
LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification Jiangjie Chen Qiaoben Bao Changzhi Sun Xinbo Zhang Jiaze Chen Hao Zhou Yanghua Xiao Lei Li LRM 53 31 0 25 Dec 2020
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 218 248 0 19 Oct 2020
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 169 159 0 17 Oct 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 417 2,588 0 03 Sep 2019