Synthetic Disinformation Attacks on Automated Fact Verification Systems

18 February 2022

Y. Du

Antoine Bosselut

Christopher D. Manning

AAML

OffRL

ArXiv PDF HTML

Papers citing "Synthetic Disinformation Attacks on Automated Fact Verification Systems"

22 / 22 papers shown

Title
CAMOUFLAGE: Exploiting Misinformation Detection Systems Through LLM-driven Adversarial Claim Transformation Mazal Bethany Nishant Vishwamitra Cho-Yu Chiang Peyman Najafirad AAML 31 0 0 03 May 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
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering Yu Zhao Alessio Devoto Giwon Hong Xiaotang Du Aryo Pradipta Gema Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM LLMSV 45 17 0 21 Oct 2024
How Entangled is Factuality and Deception in German? Aswathy Velutharambath Amelie Wuhrl Roman Klinger HILM 21 0 0 30 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 60 28 0 16 Sep 2024
Certifiably Robust RAG against Retrieval Corruption Chong Xiang Tong Wu Zexuan Zhong David Wagner Danqi Chen Prateek Mittal SILM 33 42 0 24 May 2024
Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models Yantao Liu Zijun Yao Xin Lv Yuchen Fan S. Cao Jifan Yu Lei Hou Juanzi Li 47 2 0 04 Apr 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka Masafumi Oyamada 38 1 0 21 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 206 94 0 13 Mar 2024
What Evidence Do Language Models Find Convincing? Alexander Wan Eric Wallace Dan Klein 210 28 0 19 Feb 2024
Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications Zhangyin Feng Weitao Ma Weijiang Yu Lei Huang Haotian Wang Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu KELM 23 37 0 10 Nov 2023
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 39 158 0 25 Sep 2023
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook Mingyuan Fan Chengyu Wang Cen Chen Yang Liu Jun Huang HILM 39 3 0 31 Jul 2023
Disinformation 2.0 in the Age of AI: A Cybersecurity Perspective W. Mazurczyk Dongwon Lee Andreas Vlachos 16 8 0 08 Jun 2023
Defending Against Disinformation Attacks in Open-Domain Question Answering Orion Weller Aleem Khan Nathaniel Weir Dawn J Lawrie Benjamin Van Durme AAML 76 4 0 20 Dec 2022
Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence Hung-Ting Chen Michael J.Q. Zhang Eunsol Choi RALM HILM 47 92 0 25 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 33 18 0 28 Jul 2022
Attacking Open-domain Question Answering by Injecting Misinformation Liangming Pan Wenhu Chen Min-Yen Kan Wei Wang HILM AAML 206 22 0 15 Oct 2021
Reasoning Over Semantic-Level Graph for Fact Checking Wanjun Zhong Jingjing Xu Duyu Tang Zenan Xu Nan Duan M. Zhou Jiahai Wang Jian Yin HILM GNN 185 165 0 09 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 446 2,589 0 03 Sep 2019
A Decomposable Attention Model for Natural Language Inference Ankur P. Parikh Oscar Täckström Dipanjan Das Jakob Uszkoreit 213 1,367 0 06 Jun 2016