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Bad Actor, Good Advisor: Exploring the Role of Large Language Models in
  Fake News Detection
v1v2 (latest)

Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection

AAAI Conference on Artificial Intelligence (AAAI), 2023
21 September 2023
Beizhe Hu
Qiang Sheng
Juan Cao
Yuhui Shi
Yang Li
Danding Wang
Peng Qi
ArXiv (abs)PDFHTML

Papers citing "Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection"

42 / 42 papers shown
Towards Unified Multimodal Misinformation Detection in Social Media: A Benchmark Dataset and Baseline
Towards Unified Multimodal Misinformation Detection in Social Media: A Benchmark Dataset and Baseline
Haiyang Li
Yaxiong Wang
Lianwei Wu
Lechao Cheng
Lechao Cheng
Zhun Zhong
205
2
0
30 Sep 2025
Toxicity in Online Platforms and AI Systems: A Survey of Needs, Challenges, Mitigations, and Future Directions
Toxicity in Online Platforms and AI Systems: A Survey of Needs, Challenges, Mitigations, and Future DirectionsExpert systems with applications (ESWA), 2025
Smita Khapre
Melkamu Mersha
Hassan Shakil
Jonali Baruah
Jugal Kalita
127
2
0
29 Sep 2025
A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection
A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Di Jin
Jun Yang
Xiaobao Wang
Junwei Zhang
Shuqi Li
Dongxiao He
KELM
117
1
0
15 Sep 2025
AI-Generated Content in Cross-Domain Applications: Research Trends, Challenges and Propositions
AI-Generated Content in Cross-Domain Applications: Research Trends, Challenges and PropositionsKnowledge-Based Systems (KBS), 2025
Jianxin Li
Liang Qu
Taotao Cai
Zhixue Zhao
Nur Al Hasan Haldar
...
Karen Blackmore
Nasimul Noman
Jingxian Cheng
Ningning Cui
Jianliang Xu
171
1
0
14 Sep 2025
Bridging Thoughts and Words: Graph-Based Intent-Semantic Joint Learning for Fake News Detection
Bridging Thoughts and Words: Graph-Based Intent-Semantic Joint Learning for Fake News Detection
Zhengjia Wang
Qiang Sheng
Danding Wang
Beizhe Hu
Juan Cao
GNN
97
2
0
01 Sep 2025
DiFaR: Enhancing Multimodal Misinformation Detection with Diverse, Factual, and Relevant Rationales
DiFaR: Enhancing Multimodal Misinformation Detection with Diverse, Factual, and Relevant Rationales
Herun Wan
Jiaying Wu
Minnan Luo
Xiangzheng Kong
Zihan Ma
Zhi Zeng
128
2
0
14 Aug 2025
Are Today's LLMs Ready to Explain Well-Being Concepts?
Are Today's LLMs Ready to Explain Well-Being Concepts?
Bohan Jiang
Dawei Li
Zhen Tan
Chengshuai Zhao
Huan Liu
AI4MH
171
0
0
06 Aug 2025
Hallucination to Truth: A Review of Fact-Checking and Factuality Evaluation in Large Language Models
Hallucination to Truth: A Review of Fact-Checking and Factuality Evaluation in Large Language Models
Subhey Sadi Rahman
M. Islam
Md. Mahbub Alam
Musarrat Zeba
M. R
Sadia Sultana Chowa
M. R
Sami Azam
HILMLRM
185
4
0
05 Aug 2025
Toward Verifiable Misinformation Detection: A Multi-Tool LLM Agent Framework
Toward Verifiable Misinformation Detection: A Multi-Tool LLM Agent Framework
Zikun Cui
Tianyi Huang
Chia-En Chiang
Cuiqianhe Du
LLMAG
102
2
0
05 Aug 2025
The SMeL Test: A simple benchmark for media literacy in language models
The SMeL Test: A simple benchmark for media literacy in language models
Gustaf Ahdritz
Anat Kleiman
219
0
0
04 Aug 2025
Lifelong Evolution: Collaborative Learning between Large and Small Language Models for Continuous Emergent Fake News Detection
Ziyi Zhou
Xiaoming Zhang
Litian Zhang
Yibo Zhang
Zhenyu Guan
Chaozhuo Li
Philip S. Yu
246
0
0
05 Jun 2025
FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models
FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models
Xuan Xu
Fufang Wen
Beilin Chu
Zhibing Fu
Qinhong Lin
Jiaqi Liu
Binjie Fei
Zhongliang Yang
Linna Zhou
Yu Li
269
4
0
31 May 2025
CMIE: Combining MLLM Insights with External Evidence for Explainable Out-of-Context Misinformation Detection
CMIE: Combining MLLM Insights with External Evidence for Explainable Out-of-Context Misinformation DetectionAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Fanxiao Li
Jiaying Wu
Canyuan He
Wei Zhou
LRM
335
2
0
29 May 2025
How does Misinformation Affect Large Language Model Behaviors and Preferences?
How does Misinformation Affect Large Language Model Behaviors and Preferences?Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Miao Peng
Polydoros Giannouris
Jianheng Tang
Jia Li
199
1
0
27 May 2025
LM-Scout: Analyzing the Security of Language Model Integration in Android Apps
LM-Scout: Analyzing the Security of Language Model Integration in Android Apps
Muhammad Ibrahim
Gűliz Seray Tuncay
Z. Berkay Celik
Aravind Machiry
Antonio Bianchi
277
0
0
13 May 2025
The Truth Becomes Clearer Through Debate! Multi-Agent Systems with Large Language Models Unmask Fake News
The Truth Becomes Clearer Through Debate! Multi-Agent Systems with Large Language Models Unmask Fake NewsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Yuhan Liu
Wenshu Fan
Xiaoqing Zhang
Xiuying Chen
Rui Yan
LLMAG
339
20
0
13 May 2025
Robust Misinformation Detection by Visiting Potential Commonsense Conflict
Robust Misinformation Detection by Visiting Potential Commonsense ConflictInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Bing Wang
Ximing Li
Chaofan Li
Bingrui Zhao
Bo Fu
Renchu Guan
Shengsheng Wang
242
2
0
30 Apr 2025
LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation
LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Beizhe Hu
Qiang Sheng
Juan Cao
Yang Li
Danding Wang
1.1K
8
0
28 Apr 2025
CRAVE: A Conflicting Reasoning Approach for Explainable Claim Verification Using LLMs
CRAVE: A Conflicting Reasoning Approach for Explainable Claim Verification Using LLMs
Yingming Zheng
Xiaoliang Liu
Peng Wu
Li Pan
LRM
243
2
0
21 Apr 2025
Exploring Modality Disruption in Multimodal Fake News Detection
Exploring Modality Disruption in Multimodal Fake News Detection
Moyang Liu
Kaiying Yan
Yukun Liu
Ruibo Fu
Zhengqi Wen
Zhengqi Wen
Chenxing Li
372
2
0
12 Apr 2025
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News DetectionAAAI Conference on Artificial Intelligence (AAAI), 2025
Ziyi Zhou
Xiaoming Zhang
Shenghan Tan
Litian Zhang
Chaozhuo Li
326
4
0
27 Mar 2025
Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News DetectionAAAI Conference on Artificial Intelligence (AAAI), 2025
Chaowei Zhang
Zongling Feng
Zewei Zhang
Jipeng Qiang
Guandong Xu
Yun Li
LRM
234
5
0
12 Mar 2025
Evaluating open-source Large Language Models for automated fact-checking
Nicoló Fontana
Francesco Corso
Enrico Zuccolotto
Francesco Pierri
HILM
266
5
0
07 Mar 2025
MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection
MTPareto: A MultiModal Targeted Pareto Framework for Fake News DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025
Kaiying Yan
Moyang Liu
Yukun Liu
Ruibo Fu
Zhengqi Wen
Jianhua Tao
Zhengqi Wen
Guanjun Li
308
1
0
12 Jan 2025
ViLBias: Detecting and Reasoning about Bias in Multimodal Content
ViLBias: Detecting and Reasoning about Bias in Multimodal Content
Shaina Raza
Caesar Saleh
Emrul Hasan
Franklin Ogidi
Franklin Ogidi
...
Roya Javadi
Haad Zahid
Anam Zahid
Vahid Reza Khazaie
Zhenyu Yu
604
1
0
22 Dec 2024
Evaluating the Performance of Large Language Models in Scientific Claim
  Detection and Classification
Evaluating the Performance of Large Language Models in Scientific Claim Detection and Classification
Tanjim Bin Faruk
183
1
0
21 Dec 2024
GAMED: Knowledge Adaptive Multi-Experts Decoupling for Multimodal Fake News Detection
GAMED: Knowledge Adaptive Multi-Experts Decoupling for Multimodal Fake News DetectionWeb Search and Data Mining (WSDM), 2024
Lingzhi Shen
Yunfei Long
Xiaohao Cai
Imran Razzak
Guanming Chen
Kang Liu
Shoaib Jameel
MoE
379
19
0
11 Dec 2024
AMPLE: Emotion-Aware Multimodal Fusion Prompt Learning for Fake News
  Detection
AMPLE: Emotion-Aware Multimodal Fusion Prompt Learning for Fake News DetectionConference on Multimedia Modeling (MMM), 2024
Xiaoman Xu
Xiangrun Li
Taihang Wang
Ye Jiang
292
7
0
21 Oct 2024
Real-time Factuality Assessment from Adversarial Feedback
Real-time Factuality Assessment from Adversarial FeedbackAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Sanxing Chen
Yukun Huang
Bhuwan Dhingra
267
0
0
18 Oct 2024
QuestGen: Effectiveness of Question Generation Methods for Fact-Checking
  Applications
QuestGen: Effectiveness of Question Generation Methods for Fact-Checking Applications
Rivik Setty
Vinay Setty
316
8
0
31 Jul 2024
Large Visual-Language Models Are Also Good Classifiers: A Study of In-Context Multimodal Fake News Detection
Large Visual-Language Models Are Also Good Classifiers: A Study of In-Context Multimodal Fake News Detection
Ye Jiang
Yimin Wang
MLLM
488
3
0
16 Jul 2024
Seeing Through AI's Lens: Enhancing Human Skepticism Towards
  LLM-Generated Fake News
Seeing Through AI's Lens: Enhancing Human Skepticism Towards LLM-Generated Fake News
Navid Ayoobi
Sadat Shahriar
Arjun Mukherjee
DeLMO
168
6
0
20 Jun 2024
Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language,
  Vision, Speech, and Multimodal Proficiency
Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency
Sakib Shahriar
Brady Lund
Nishith Reddy Mannuru
Muhammad Arbab Arshad
Kadhim Hayawi
Ravi Varma Kumar Bevara
Aashrith Mannuru
Laiba Batool
LM&MAMLLMELM
227
122
0
19 Jun 2024
Adversarial Style Augmentation via Large Language Model for Robust Fake News Detection
Adversarial Style Augmentation via Large Language Model for Robust Fake News Detection
Sungwon Park
Sungwon Han
Xing Xie
Jae-Gil Lee
Meeyoung Cha
285
3
0
17 Jun 2024
Mining the Explainability and Generalization: Fact Verification Based on
  Self-Instruction
Mining the Explainability and Generalization: Fact Verification Based on Self-Instruction
Guangyao Lu
Yulin Liu
332
0
0
21 May 2024
Explainable Fake News Detection With Large Language Model via Defense
  Among Competing Wisdom
Explainable Fake News Detection With Large Language Model via Defense Among Competing WisdomThe Web Conference (WWW), 2024
Bo Wang
Jing Ma
Hongzhan Lin
Zhiwei Yang
Ruichao Yang
Yuan Tian
Yi-Ju Chang
AAML
389
78
0
06 May 2024
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large
  Language Model
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language ModelEuropean Conference on Artificial Intelligence (ECAI), 2024
Shanshan Yang
Boyang Liu
Paul Thompson
Kailai Yang
Sophia Ananiadou
284
3
0
11 Mar 2024
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts:
  Challenges, Strategies, and Insights
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights
Zijie Zeng
Shiqi Liu
Lele Sha
Zhuang Li
Kaixun Yang
Sannyuya Liu
Dragan Gavsević
Guanliang Chen
DeLMO
525
19
0
06 Mar 2024
Bangla AI: A Framework for Machine Translation Utilizing Large Language
  Models for Ethnic Media
Bangla AI: A Framework for Machine Translation Utilizing Large Language Models for Ethnic Media
Md. Ashraful Goni
Fahad Mostafa
Kerk F. Kee
494
2
0
21 Feb 2024
TELLER: A Trustworthy Framework for Explainable, Generalizable and
  Controllable Fake News Detection
TELLER: A Trustworthy Framework for Explainable, Generalizable and Controllable Fake News Detection
Hui Liu
Wenya Wang
Haoru Li
Haoliang Li
247
11
0
12 Feb 2024
Comparing GPT-4 and Open-Source Language Models in Misinformation
  Mitigation
Comparing GPT-4 and Open-Source Language Models in Misinformation Mitigation
Tyler Vergho
Jean-Francois Godbout
Reihaneh Rabbany
Kellin Pelrine
294
12
0
12 Jan 2024
Exploiting User Comments for Early Detection of Fake News Prior to
  Users' Commenting
Exploiting User Comments for Early Detection of Fake News Prior to Users' Commenting
Qiong Nan
Qiang Sheng
Juan Cao
Yongchun Zhu
Danding Wang
Guang Yang
Jintao Li
Kai Shu
309
12
0
16 Oct 2023
1