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MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019

7 September 2019

Papers citing "MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims"

50 / 151 papers shown

Title
Large Language Models Require Curated Context for Reliable Political Fact-Checking -- Even with Reasoning and Web Search Matthew R. Deverna Kai-Cheng Yang Harry Yaojun Yan Filippo Menczer KELM HILM LRM ELM 186 0 0 24 Nov 2025
A Comprehensive Dataset for Human vs. AI Generated Text Detection Rajarshi Roy Nasrin Imanpour Ashhar Aziz Shashwat Bajpai Gurpreet Singh ... Vasu Sharma Aishwarya N. Reganti Vinija Jain Aman Chadha Amitava Das DeLMO 390 1 0 26 Oct 2025
A Benchmark for Open-Domain Numerical Fact-Checking Enhanced by Claim Decomposition Venktesh V Deepali Prabhu Avishek Anand HILM 136 0 0 24 Oct 2025
Bridging Language Gaps with Adaptive RAG: Improving Indonesian Language Question Answering William Christian Daniel Adamlu Adrian Yu Derwin Suhartono RALM 143 0 0 24 Oct 2025
Attacks by Content: Automated Fact-checking is an AI Security Issue Michael Schlichtkrull AAML 74 0 0 13 Oct 2025
Veri-R1: Toward Precise and Faithful Claim Verification via Online Reinforcement Learning Qi He Cheng Qian Xiusi Chen Bingxiang He Yi R. Fung OffRL LRM 149 2 0 02 Oct 2025
Black-Box Hallucination Detection via Consistency Under the Uncertain Expression Seongho Joo Kyungmin Min Jahyun Koo Kyomin Jung HILM 89 2 0 26 Sep 2025
Think Right, Not More: Test-Time Scaling for Numerical Claim Verification Primakov Chungkham Venktesh V Vinay Setty Avishek Anand LRM 105 0 0 26 Sep 2025
ShortCheck: Checkworthiness Detection of Multilingual Short-Form Videos Henrik Vatndal Vinay Setty 84 0 0 24 Sep 2025
Adversarial Attacks Against Automated Fact-Checking: A Survey Fanzhen Liu A. Abuadbba Kristen Moore Surya Nepal Cécile Paris Jia Wu Jian Yang Quan Z. Sheng AAML 96 1 0 10 Sep 2025
TRUST-VL: An Explainable News Assistant for General Multimodal Misinformation Detection Zehong Yan Peng Qi Wynne Hsu Yang Deng MLLM 88 3 0 04 Sep 2025
The Next Phase of Scientific Fact-Checking: Advanced Evidence Retrieval from Complex Structured Academic PapersInternational Conference on the Theory of Information Retrieval (ICTIR), 2025 Xingyu Deng Xi Wang Mark Stevenson 264 1 0 25 Jun 2025
Facts are Harder Than Opinions -- A Multilingual, Comparative Analysis of LLM-Based Fact-Checking Reliability Lorraine Saju Arnim Bleier Jana Lasser Claudia Wagner 125 1 0 04 Jun 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 297 3 0 23 May 2025
TIFIN India at SemEval-2025: Harnessing Translation to Overcome Multilingual IR Challenges in Fact-Checked Claim Retrieval Prasanna Devadiga Arya Suneesh Pawan Kumar Rajpoot Bharatdeep Hazarika Aditya U Baliga 195 0 0 23 Apr 2025
HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection Mohamed A. Abdallah S. El-Beltagy HILM 152 2 0 14 Apr 2025
FACTS&EVIDENCE: An Interactive Tool for Transparent Fine-Grained Factual Verification of Machine-Generated Text Varich Boonsanong Vidhisha Balachandran Xiaochuang Han Shangbin Feng Lucy Lu Wang Yulia Tsvetkov 308 3 0 19 Mar 2025
The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Normalization, and RetrievalEuropean Conference on Information Retrieval (ECIR), 2025 Firoj Alam Julia Maria Struß Tanmoy Chakraborty Stefan Dietze Salim Hafid ... Sebastian Schellhammer Vinay Setty Megha Sundriyal Konstantin Todorov Venktesh V 228 30 0 19 Mar 2025
LLM-based Corroborating and Refuting Evidence Retrieval for Scientific Claim Verification Siyuan Wang James R. Foulds Md Osman Gani Shimei Pan 165 2 0 11 Mar 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 474 10 0 22 Feb 2025
Hallucination Detection in Large Language Models with Metamorphic Relations Borui Yang Md Afif Al Mamun Jie M. Zhang Gias Uddin HILM 412 17 0 20 Feb 2025
SciClaimHunt: A Large Dataset for Evidence-based Scientific Claim Verification Sujit Kumar Anshul Sharma Siddharth Hemant Khincha Gargi Shroff Sanasam Ranbir Singh Rahul Mishra 359 2 0 17 Feb 2025
Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-CheckingInternational Conference on Human Factors in Computing Systems (CHI), 2025 Greta Warren Irina Shklovski Isabelle Augenstein OffRL 527 26 0 13 Feb 2025
A Reality Check on Context Utilisation for Retrieval-Augmented GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 467 5 0 22 Dec 2024
The Automated Verification of Textual Claims (AVeriTeC) Shared Task Michael Schlichtkrull Yulong Chen Chenxi Whitehouse Zhenyun Deng Mubashara Akhtar ... Christos Christodoulopoulos O. Cocarascu Arpit Mittal James Thorne Andreas Vlachos 224 22 0 31 Oct 2024
HerO at AVeriTeC: The Herd of Open Large Language Models for Verifying Real-World Claims Yejun Yoon Jaeyoon Jung Seunghyun Yoon Kunwoo Park VLM LRM 175 11 0 16 Oct 2024
Contrastive Learning to Improve Retrieval for Real-world Fact Checking Aniruddh Sriram Fangyuan Xu Eunsol Choi Greg Durrett 184 4 0 07 Oct 2024
Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation GenerationInternational Workshop on Information Forensics and Security (WIFS), 2024 Jing Yang Anderson de Rezende Rocha 191 4 0 05 Oct 2024
"The Data Says Otherwise"-Towards Automated Fact-checking and Communication of Data ClaimsACM Symposium on User Interface Software and Technology (UIST), 2024 Yu Fu Shunan Guo Jane Hoffswell Victor S. Bursztyn Ryan Rossi J. Stasko 198 5 0 16 Sep 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 525 18 0 26 Aug 2024
QuestGen: Effectiveness of Question Generation Methods for Fact-Checking Applications Rivik Setty Vinay Setty 268 7 0 31 Jul 2024
Search, Examine and Early-Termination: Fake News Detection with Annotation-Free Evidences Yuzhou Yang Yangming Zhou Qichao Ying Zhenxing Qian Xinpeng Zhang 169 6 0 10 Jul 2024
Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches Islam Eldifrawi Shengrui Wang Amine Trabelsi 263 14 0 09 Jul 2024
M2QA: Multi-domain Multilingual Question Answering Leon Arne Engländer Hannah Sterz Clifton A. Poth Jonas Pfeiffer Ilia Kuznetsov Iryna Gurevych VLM 207 5 0 01 Jul 2024
Multi-Layer Ranking with Large Language Models for News Source Recommendation Wenjia Zhang Lin Gui Rob Procter Yulan He 254 5 0 17 Jun 2024
Multi-Evidence based Fact Verification via A Confidential Graph Neural NetworkIEEE Transactions on Big Data (IEEE Trans. Big Data), 2024 Yuqing Lan Zhenghao Liu Yu Gu Xiaoyuan Yi Xiaohua Li Liner Yang Ge Yu 190 2 0 17 May 2024
ViWikiFC: Fact-Checking for Vietnamese Wikipedia-Based Textual Knowledge Source Hung Tuan Le Long Truong To Manh Trong Nguyen Kiet Van Nguyen 251 4 0 13 May 2024
Hoaxpedia: A Unified Wikipedia Hoax Articles Dataset Hsuvas Borkakoty Luis Espinosa-Anke 236 2 0 03 May 2024
Credible, Unreliable or Leaked?: Evidence Verification for Enhanced Automated Fact-checking Zacharias Chrysidis Stefanos-Iordanis Papadopoulos Symeon Papadopoulos P. Petrantonakis 194 13 0 29 Apr 2024
Reinforcement Retrieval Leveraging Fine-grained Feedback for Fact Checking News Claims with Black-Box LLM Xuan Zhang Wei Gao LRM KELM 224 16 0 26 Apr 2024
MisgenderMender: A Community-Informed Approach to Interventions for Misgendering Tamanna Hossain Sunipa Dev Sameer Singh 215 8 0 23 Apr 2024
Fact Checking Beyond Training Set Payam Karisani Heng Ji KELM 194 0 0 27 Mar 2024
QuanTemp: A real-world open-domain benchmark for fact-checking numerical claims Venktesh V Abhijit Anand Avishek Anand Vinay Setty 240 33 0 25 Mar 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 180 0 0 25 Mar 2024
Scope of Large Language Models for Mining Emerging Opinions in Online Health Discourse Joseph Gatto Madhusudan Basak Yash Srivastava Philip Bohlman S. Preum 171 3 0 05 Mar 2024
Cross-Lingual Learning vs. Low-Resource Fine-Tuning: A Case Study with Fact-Checking in Turkish R. Çekinel Pinar Senkul Çağrı Çöltekin 233 8 0 01 Mar 2024
Comparing Knowledge Sources for Open-Domain Scientific Claim Verification Juraj Vladika Florian Matthes 199 7 0 05 Feb 2024
Do We Need Language-Specific Fact-Checking Models? The Case of ChineseConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Caiqi Zhang Zhijiang Guo Andreas Vlachos 293 17 0 27 Jan 2024
JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world ClaimsTransactions of the Association for Computational Linguistics (TACL), 2024 Fengzhu Zeng Wei Gao 296 26 0 16 Jan 2024
The Critique of CritiqueAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Shichao Sun Junlong Li Weizhe Yuan Ruifeng Yuan Wenjie Li Pengfei Liu ELM 271 0 0 09 Jan 2024

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MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims

Papers citing "MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims"