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

21 September 2023

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

34 / 34 papers shown

Title
MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection Kaiying Yan Moyang Liu Yukun Liu Ruibo Fu Zhengqi Wen J. Tao Xuefei Liu Guanjun Li 75 0 0 12 Jan 2025
Real-time Fake News from Adversarial Feedback Sanxing Chen Yukun Huang Bhuwan Dhingra 66 0 0 31 Dec 2024
Large Visual-Language Models Are Also Good Classifiers: A Study of In-Context Multimodal Fake News Detection Ye Jiang Yimin Wang MLLM 89 1 0 16 Jul 2024
Adversarial Style Augmentation via Large Language Model for Robust Fake News Detection Sungwon Park Sungwon Han Xing Xie Jae-Gil Lee Meeyoung Cha 75 1 0 17 Jun 2024
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 82 553 0 03 Sep 2023
Learn over Past, Evolve for Future: Forecasting Temporal Trends for Fake News Detection Beizhe Hu Qiang Sheng Juan Cao Yongchun Zhu Danding Wang Zhengjia Wang Zhiwei Jin 53 25 0 26 Jun 2023
News Verifiers Showdown: A Comparative Performance Evaluation of ChatGPT 3.5, ChatGPT 4.0, Bing AI, and Bard in News Fact-Checking Kevin Matthe Caramancion ALM ELM 20 35 0 18 Jun 2023
Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4 Kellin Pelrine Anne Imouza Camille Thibault Meilina Reksoprodjo Caleb Gupta J. Christoph Jean-François Godbout Reihaneh Rabbany UQLM AI4CE 57 39 0 24 May 2023
Jailbreaking ChatGPT via Prompt Engineering: An Empirical Study Yi Liu Gelei Deng Zhengzi Xu Yuekang Li Yaowen Zheng Ying Zhang Lida Zhao Tianwei Zhang Kailong Wang Yang Liu 67 459 0 23 May 2023
Small Models are Valuable Plug-ins for Large Language Models Canwen Xu Yichong Xu Shuohang Wang Yang Liu Chenguang Zhu Julian McAuley LLMAG 68 48 0 15 May 2023
Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! Yubo Ma Yixin Cao YongChing Hong Aixin Sun RALM 118 153 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.1K 13,100 0 27 Feb 2023
ChatGPT: Jack of all trades, master of none Jan Kocoñ Igor Cichecki Oliwier Kaszyca Mateusz Kochanek Dominika Szydło ... Maciej Piasecki Lukasz Radliñski Konrad Wojtasik Stanislaw Wo'zniak Przemyslaw Kazienko AI4MH 85 545 0 21 Feb 2023
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao AI4MH 93 242 0 19 Feb 2023
It's about Time: Rethinking Evaluation on Rumor Detection Benchmarks using Chronological Splits Yida Mu Kalina Bontcheva Nikolaos Aletras 37 20 0 06 Feb 2023
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 261 2,462 0 15 Jun 2022
CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking Xuming Hu Zhijiang Guo Guan-Huei Wu Aiwei Liu Lijie Wen Philip S. Yu HILM 42 47 0 06 Jun 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 488 4,077 0 24 May 2022
Generalizing to the Future: Mitigating Entity Bias in Fake News Detection Yongchun Zhu Qiang Sheng Juan Cao Shuokai Li Danding Wang Fuzhen Zhuang AI4CE 45 72 0 20 Apr 2022
Zoom Out and Observe: News Environment Perception for Fake News Detection Qiang Sheng Juan Cao Xueyao Zhang Rundong Li Danding Wang Yongchun Zhu EgoV 61 74 0 21 Mar 2022
Domain Adaptive Fake News Detection via Reinforcement Learning Ahmadreza Mosallanezhad Mansooreh Karami Kai Shu M. Mancenido Huan Liu 38 73 0 16 Feb 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 186 2,356 0 08 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 738 9,267 0 28 Jan 2022
MDFEND: Multi-domain Fake News Detection Qiong Nan Juan Cao Yongchun Zhu Yanyan Wang Jintao Li MoE 39 156 0 04 Jan 2022
Integrating Pattern- and Fact-based Fake News Detection via Model Preference Learning Qiang Sheng Xueyao Zhang Juan Cao L. Zhong GNN 38 52 0 23 Sep 2021
Meta-Path-based Fake News Detection Leveraging Multi-level Social Context Information Jian Cui Kwanwoo Kim S. Na Seung-Eui Shin 40 26 0 13 Sep 2021
FANG: Leveraging Social Context for Fake News Detection Using Graph Representation Van-Hoang Nguyen Kazunari Sugiyama Preslav Nakov Min-Yen Kan GNN FedML 59 284 0 18 Aug 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 594 41,736 0 28 May 2020
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 512 24,351 0 26 Jul 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.4K 94,511 0 11 Oct 2018
DeClarE: Debunking Fake News and False Claims using Evidence-Aware Deep Learning Kashyap Popat Subhabrata Mukherjee Andrew Yates Gerhard Weikum HILM 67 302 0 17 Sep 2018
Fake News Detection on Social Media: A Data Mining Perspective Kai Shu A. Sliva Suhang Wang Jiliang Tang Huan Liu GNN EgoV 77 2,773 0 07 Aug 2017
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 304 19,580 0 09 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.4K 149,842 0 22 Dec 2014