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End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models

25 May 2022

Lichao Sun

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Papers citing "End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models"

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Title
T^2Agent A Tool-augmented Multimodal Misinformation Detection Agent with Monte Carlo Tree Search Xing Cui Yueying Zou Zekun Li Peipei Li Xinyuan Xu Xuannan Liu Huaibo Huang Ran He 233 0 0 26 May 2025
AVerImaTeC: A Dataset for Automatic Verification of Image-Text Claims with Evidence from the Web Rui Cao Zifeng Ding Zhijiang Guo Michael Schlichtkrull Andreas Vlachos 129 0 0 23 May 2025
Seeing Through Deception: Uncovering Misleading Creator Intent in Multimodal News with Vision-Language Models Jiaying Wu Fanxiao Li Min-Yen Kan Bryan Hooi 86 0 0 21 May 2025
MPPFND: A Dataset and Analysis of Detecting Fake News with Multi-Platform Propagation Congyuan Zhao Lingwei Wei Ziming Qin Wei Zhou Yunya Song Songlin Hu 27 0 0 16 May 2025
Large Language Models Meet Stance Detection: A Survey of Tasks, Methods, Applications, Challenges and Future Directions Lata Pangtey Anukriti Bhatnagar Shubhi Bansal Shahid Shafi Dar Nagendra Kumar 75 0 0 13 May 2025
Latent Multimodal Reconstruction for Misinformation Detection Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 129 0 0 08 Apr 2025
Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals Linda Zeng Rithwik Gupta Divij Motwani Diji Yang Yi Zhang AAML 162 3 0 22 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 348 7 0 12 Feb 2025
Mitigating GenAI-powered Evidence Pollution for Out-of-Context Multimodal Misinformation Detection Zehong Yan Peng Qi Wynne Hsu Mong Li Lee 85 0 0 24 Jan 2025
DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts Tobias Braun Mark Rothermel Marcus Rohrbach Anna Rohrbach 206 6 0 13 Dec 2024
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration L. Qin Qiguang Chen Hao Fei Zhi Chen Min Li Wanxiang Che 88 11 0 27 Oct 2024
CAMEL-Bench: A Comprehensive Arabic LMM Benchmark Sara Ghaboura Ahmed Heakl Omkar Thawakar Ali Alharthi Ines Riahi Abduljalil Saif Jorma T. Laaksonen Fahad Shahbaz Khan Salman Khan Rao Muhammad Anwer 84 3 0 24 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 217 37 0 04 Oct 2024
Multimodal Coherent Explanation Generation of Robot Failures Pradip Pramanick Silvia Rossi 64 2 0 01 Oct 2024
Multimodal Misinformation Detection by Learning from Synthetic Data with Multimodal LLMs Fengzhu Zeng Wenqian Li Wei Gao Yan Pang 96 4 0 29 Sep 2024
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking Rong-Ching Chang Jiawei Zhang 81 2 0 16 Aug 2024
LiveFC: A System for Live Fact-Checking of Audio Streams Venktesh V Vinay Setty 105 3 0 14 Aug 2024
Multimodal Misinformation Detection using Large Vision-Language Models Sahar Tahmasebi Eric Müller-Budack Ralph Ewerth 117 8 0 19 Jul 2024
Similarity over Factuality: Are we making progress on multimodal out-of-context misinformation detection? Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 104 6 0 18 Jul 2024
MetaSumPerceiver: Multimodal Multi-Document Evidence Summarization for Fact-Checking Ting-Chih Chen Chia-Wei Tang Chris Thomas 96 5 0 18 Jul 2024
Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches Islam Eldifrawi Shengrui Wang Amine Trabelsi 85 9 0 09 Jul 2024
Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models Jinliang Lu Ziliang Pang Min Xiao Yaochen Zhu Rui Xia Jiajun Zhang MoMe 116 27 0 08 Jul 2024
How to Train Your Fact Verifier: Knowledge Transfer with Multimodal Open Models Jaeyoung Lee Ximing Lu Jack Hessel Faeze Brahman Youngjae Yu Yonatan Bisk Yejin Choi Saadia Gabriel 92 3 0 29 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 117 10 0 27 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 165 4 0 17 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments Zhenrui Yue Huimin Zeng Lanyu Shang Yifan Liu Yang Zhang Dong Wang RALM 79 9 0 14 Jun 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 139 23 0 13 Jun 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 137 45 0 26 May 2024
ViWikiFC: Fact-Checking for Vietnamese Wikipedia-Based Textual Knowledge Source Hung Tuan Le Long Truong To Manh Trong Nguyen Kiet Van Nguyen 112 3 0 13 May 2024
Credible, Unreliable or Leaked?: Evidence Verification for Enhanced Automated Fact-checking Zacharias Chrysidis Stefanos-Iordanis Papadopoulos Symeon Papadopoulos P. Petrantonakis 81 9 0 29 Apr 2024
Classifying Human-Generated and AI-Generated Election Claims in Social Media A. Dmonte Marcos Zampieri Kevin Lybarger Massimiliano Albanese Genya Coulter DeLMO 113 3 0 24 Apr 2024
RAGAR, Your Falsehood Radar: RAG-Augmented Reasoning for Political Fact-Checking using Multimodal Large Language Models M. A. Khaliq P. Chang M. Ma B. Pflugfelder F. Miletić LRM 95 9 0 18 Apr 2024
RU22Fact: Optimizing Evidence for Multilingual Explainable Fact-Checking on Russia-Ukraine Conflict Yirong Zeng Xiao Ding Yi Zhao Xiangyu Li Jie Zhang Chao Yao Ting Liu Bing Qin HILM 60 0 0 25 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 110 3 0 07 Mar 2024
Multimodal Large Language Models to Support Real-World Fact-Checking Jiahui Geng Yova Kementchedjhieva Preslav Nakov Iryna Gurevych LRM 120 15 0 06 Mar 2024
Cross-Lingual Learning vs. Low-Resource Fine-Tuning: A Case Study with Fact-Checking in Turkish R. Çekinel Pinar Senkul Çağrı Çöltekin 79 2 0 01 Mar 2024
Assessing News Thumbnail Representativeness: Counterfactual text can enhance the cross-modal matching ability Yejun Yoon Seunghyun Yoon Kunwoo Park 88 1 0 17 Feb 2024
JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims Fengzhu Zeng Wei Gao 117 20 0 16 Jan 2024
Fact-checking based fake news detection: a review Yuzhou Yang Yangming Zhou Qichao Ying Zhenxing Qian Dan Zeng Liang Liu EgoV 101 0 0 03 Jan 2024
Justifiable Artificial Intelligence: Engineering Large Language Models for Legal Applications Sabine Wehnert AILaw 101 4 0 27 Nov 2023
RED-DOT: Multimodal Fact-checking via Relevant Evidence Detection Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 77 10 0 16 Nov 2023
Support or Refute: Analyzing the Stance of Evidence to Detect Out-of-Context Mis- and Disinformation Xin Yuan Jie Guo Weidong Qiu Zheng Huang Shujun Li 96 16 0 03 Nov 2023
ReForm-Eval: Evaluating Large Vision Language Models via Unified Re-Formulation of Task-Oriented Benchmarks Zejun Li Ye Wang Mengfei Du Qingwen Liu Binhao Wu ... Zhihao Fan Jie Fu Jingjing Chen Xuanjing Huang Zhongyu Wei 114 15 0 04 Oct 2023
A Survey on Interpretable Cross-modal Reasoning Dizhan Xue Shengsheng Qian Zuyi Zhou Changsheng Xu LRM 105 4 0 05 Sep 2023
M $^3$ IT: A Large-Scale Dataset towards Multi-Modal Multilingual Instruction Tuning Lei Li Yuwei Yin Shicheng Li Liang Chen Peiyi Wang ... Yazheng Yang Jingjing Xu Xu Sun Lingpeng Kong Qi Liu MLLM VLM 86 120 0 07 Jun 2023
Multimodal Automated Fact-Checking: A Survey Mubashara Akhtar Michael Schlichtkrull Zhijiang Guo O. Cocarascu Elena Simperl Andreas Vlachos 140 40 0 22 May 2023
FACTIFY3M: A Benchmark for Multimodal Fact Verification with Explainability through 5W Question-Answering Megha Chakraborty Khusbu Pahwa Anku Rani Shreyas Chatterjee Dwip Dalal ... Shreyash Mishra K. Sensharma Aman Chadha Amit P. Sheth Amitava Das DiffM 70 8 0 22 May 2023
Factify 2: A Multimodal Fake News and Satire News Dataset S. Suryavardan Shreyash Mishra Parth Patwa Megha Chakraborty Anku Rani ... Amitava Das Amit P. Sheth Manoj Kumar Chinnakotla Asif Ekbal Srijan Kumar 107 29 0 08 Apr 2023
IRFL: Image Recognition of Figurative Language Ron Yosef Yonatan Bitton Dafna Shahaf 92 20 0 27 Mar 2023
INO at Factify 2: Structure Coherence based Multi-Modal Fact Verification Yinuo Zhang Zhulin Tao Xi Wang Tongyue Wang 80 6 0 02 Mar 2023