Towards Few-Shot Fact-Checking via Perplexity

North American Chapter of the Association for Computational Linguistics (NAACL), 2025

17 March 2021

Nayeon Lee

Yejin Bang

Andrea Madotto

Madian Khabsa

Pascale Fung

AAML

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Papers citing "Towards Few-Shot Fact-Checking via Perplexity"

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Title
Uncovering the Fragility of Trustworthy LLMs through Chinese Textual Ambiguity Xinwei Wu Haojie Li Hongyu Liu Xinyu Ji Ruohan Li Yule Chen Yigeng Zhang 46 1 0 30 Jul 2025
Robust Misinformation Detection by Visiting Potential Commonsense ConflictInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Bing Wang Ximing Li C. Li Bingrui Zhao Bo Fu Renchu Guan Shengsheng Wang 128 0 0 30 Apr 2025
Detecting Manipulated Contents Using Knowledge-Grounded Inference Mark Huasong Meng Ruizhe Wang Meng Xu Chuan Yan Guangdong Bai 117 0 0 29 Apr 2025
LogicQA: Logical Anomaly Detection with Vision Language Model Generated Questions Yejin Kwon Daeun Moon Youngje Oh Hyunsoo Yoon 250 2 0 26 Mar 2025
FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language Models Hongzhan Lin Yang Deng Yuxuan Gu Wenxuan Zhang Jing Ma See-Kiong Ng Tat-Seng Chua LLMAG KELM HILM 210 6 0 25 Feb 2025
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking Delvin Ce Zhang Dongwon Lee HILM LRM 232 4 0 09 Feb 2025
AMPLE: Emotion-Aware Multimodal Fusion Prompt Learning for Fake News Detection Xiaoman Xu Xiangrun Li Taihang Wang Ye Jiang 154 3 0 21 Oct 2024
Zero-Shot Learning and Key Points Are All You Need for Automated Fact-Checking Mohammad Ghiasvand Mohammadkhani Ali Ghiasvand Mohammadkhani Hamid Beigy 98 1 0 15 Aug 2024
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 168 52 0 03 Jul 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 224 32 0 13 Jun 2024
More Victories, Less Cooperation: Assessing Cicero's Diplomacy Play Wichayaporn Wongkamjan Feng Gu Yanze Wang Ulf Hermjakob Jonathan May Brandon M. Stewart Jonathan K. Kummerfeld Denis Peskoff Jordan L. Boyd-Graber 140 7 0 07 Jun 2024
Reinforcement Tuning for Detecting Stances and Debunking Rumors Jointly with Large Language Models Ruichao Yang Wei Gao Jing Ma Hongzhan Lin Bo Wang 105 3 0 04 Jun 2024
Multi-Evidence based Fact Verification via A Confidential Graph Neural Network Yuqing Lan Zhenghao Liu Yu Gu Xiaoyuan Yi Xiaohua Li Liner Yang Ge Yu 119 1 0 17 May 2024
Quantifying the Capabilities of LLMs across Scale and Precision Sher Badshah Hassan Sajjad 158 19 0 06 May 2024
A (More) Realistic Evaluation Setup for Generalisation of Community Models on Malicious Content Detection Ivo Verhoeven Pushkar Mishra Rahel Beloch H. Yannakoudakis Ekaterina Shutova 99 1 0 02 Apr 2024
Global-Liar: Factuality of LLMs over Time and Geographic Regions Shujaat Mirza Bruno Coelho Yuyuan Cui Christina Pöpper Damon McCoy HILM 67 8 0 31 Jan 2024
MAPLE: Micro Analysis of Pairwise Language Evolution for Few-Shot Claim Verification Xia Zeng A. Zubiaga 139 5 0 29 Jan 2024
JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims Fengzhu Zeng Wei Gao 210 24 0 16 Jan 2024
Are self-explanations from Large Language Models faithful? Andreas Madsen Sarath Chandar Siva Reddy LRM 201 47 0 15 Jan 2024
Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering Pierre Erbacher Louis Falissard Vincent Guigue Laure Soulier HILM RALM 83 4 0 03 Jan 2024
Are Large Language Models Good Fact Checkers: A Preliminary Study Han Cao Lingwei Wei Mengyang Chen Wei Zhou Song Hu LRM HILM 109 8 0 29 Nov 2023
XFEVER: Exploring Fact Verification across Languages Yi-Chen Chang Canasai Kruengkrai Junichi Yamagishi HILM 50 4 0 25 Oct 2023
QA-NatVer: Question Answering for Natural Logic-based Fact Verification Rami Aly Marek Strong Andreas Vlachos 124 12 0 22 Oct 2023
Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models Haoran Wang Kai Shu LRM 144 34 0 08 Oct 2023
Factuality Challenges in the Era of Large Language Models Isabelle Augenstein Timothy Baldwin Meeyoung Cha Tanmoy Chakraborty Giovanni Luca Ciampaglia ... Rubén Míguez Preslav Nakov Dietram A. Scheufele Shivam Sharma Giovanni Zagni HILM 157 48 0 08 Oct 2023
Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method Xuan Zhang Wei Gao LRM 101 107 0 30 Sep 2023
Few-shot Anomaly Detection in Text with Deviation Learning Anindya Sundar Das Aravind Ajay S. Saha M. Bhuyan 101 4 0 22 Aug 2023
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models Fengzhu Zeng Wei Gao 106 7 0 05 Jun 2023
Check-COVID: Fact-Checking COVID-19 News Claims with Scientific Evidence Gengyu Wang Kate Harwood Lawrence Chillrud Amith Ananthram Melanie Subbiah Kathleen McKeown HILM 149 29 0 29 May 2023
Understanding Breast Cancer Survival: Using Causality and Language Models on Multi-omics Data Mugariya Farooq Shahad Hardan Aigerim Zhumbhayeva Yu Zheng Preslav Nakov Kun Zhang CML 68 2 0 28 May 2023
ManiTweet: A New Benchmark for Identifying Manipulation of News on Social Media Kung-Hsiang Huang Hou Pong Chan Kathleen McKeown Heng Ji 120 1 0 23 May 2023
Fact-Checking Complex Claims with Program-Guided Reasoning Liangming Pan Xiaobao Wu Xinyuan Lu Anh Tuan Luu William Yang Wang Min-Yen Kan Preslav Nakov LRM 149 156 0 22 May 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning Zhenrui Yue Huimin Zeng Yang Zhang Lanyu Shang Dong Wang 101 18 0 22 May 2023
A Unified Contrastive Transfer Framework with Propagation Structure for Boosting Low-Resource Rumor Detection Hongzhan Lin Jing Ma Ruichao Yang Zhiwei Yang Mingfei Cheng 276 2 0 04 Apr 2023
Language Model Behavior: A Comprehensive Survey Tyler A. Chang Benjamin Bergen VLM LRM LM&MA 192 122 0 20 Mar 2023
Feedback Effect in User Interaction with Intelligent Assistants: Delayed Engagement, Adaption and Drop-out Zidi Xiu Kai-Chen Cheng David Q. Sun Jiannan Lu Hadas Kotek Yuhan Zhang Paul McCarthy Christopher Klein S. Pulman Jason D. Williams 65 0 0 17 Mar 2023
UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation Daixuan Cheng Shaohan Huang Junyu Bi Yu-Wei Zhan Jianfeng Liu Yujing Wang Hao Sun Furu Wei Denvy Deng Tao Gui RALM LRM 117 81 0 15 Mar 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Jane Polak Scowcroft ... Tiezheng Yu Willy Chung Quyet V. Do Yan Xu Pascale Fung ReLM LRM 349 1,489 0 08 Feb 2023
The State of Human-centered NLP Technology for Fact-checking Anubrata Das Houjiang Liu Venelin Kovatchev Matthew Lease HILM 168 74 0 08 Jan 2023
Linguistic Elements of Engaging Customer Service Discourse on Social Media Sonam Singh Anthony Rios 69 1 0 24 Dec 2022
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues Jiao Ou Jinchao Zhang Yang Feng Jie Zhou 129 14 0 30 Oct 2022
CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual Retrieval Kung-Hsiang Huang Chengxiang Zhai Heng Ji HILM LRM 103 18 0 05 Sep 2022
Active PETs: Active Data Annotation Prioritisation for Few-Shot Claim Verification with Pattern Exploiting Training Xia Zeng A. Zubiaga 134 10 0 18 Aug 2022
Plot Writing From Pre-Trained Language Models Yiping Jin Vishakha Kadam Dittaya Wanvarie ReLM 92 2 0 07 Jun 2022
Towards Answering Open-ended Ethical Quandary Questions Yejin Bang Nayeon Lee Tiezheng Yu Leila Khalatbari Yan Xu ... Romain Barraud Elham J. Barezi Andrea Madotto Hayden Kee Pascale Fung ELM 116 6 0 12 May 2022
Aggregating Pairwise Semantic Differences for Few-Shot Claim Veracity Classification Xia Zeng A. Zubiaga 109 1 0 11 May 2022
Few-shot learning for medical text: A systematic review Yao Ge Yuting Guo Yuan-Chi Yang M. Al-garadi A. Sarker 113 21 0 21 Apr 2022
Detect Rumors in Microblog Posts for Low-Resource Domains via Adversarial Contrastive Learning Hongzhan Lin Jing Ma Liangliang Chen Zhiwei Yang Mingfei Cheng Guang Chen 118 62 0 18 Apr 2022
Self-Supervised Losses for One-Class Textual Anomaly Detection Kimberly T. Mai Toby O. Davies Lewis D. Griffin 108 7 0 12 Apr 2022
NeuS: Neutral Multi-News Summarization for Mitigating Framing Bias Nayeon Lee Yejin Bang Tiezheng Yu Andrea Madotto Pascale Fung 124 33 0 11 Apr 2022