FEVER: a large-scale dataset for Fact Extraction and VERification

14 March 2018

James Thorne

Andreas Vlachos

Christos Christodoulopoulos

Arpit Mittal

HILM

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Papers citing "FEVER: a large-scale dataset for Fact Extraction and VERification"

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Title
Cost-Effective Hallucination Detection for LLMs Simon Valentin Jinmiao Fu Gianluca Detommaso Shaoyuan Xu Giovanni Zappella Bryan Wang HILM 42 4 0 31 Jul 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 53 8 0 29 Jul 2024
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented Environments D. Papadopoulos Katerina Metropoulou N. Matsatsinis N. Papadakis LRM 30 3 0 13 Jul 2024
Evaluating Human Alignment and Model Faithfulness of LLM Rationale Mohsen Fayyaz Fan Yin Jiao Sun Nanyun Peng 65 3 0 28 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 39 18 0 18 Jun 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 68 3 0 17 Jun 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 47 14 0 13 Jun 2024
REAL Sampling: Boosting Factuality and Diversity of Open-Ended Generation via Asymptotic Entropy Haw-Shiuan Chang Nanyun Peng Mohit Bansal Anil Ramakrishna Tagyoung Chung HILM 42 2 0 11 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 53 3 0 07 Jun 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman M. Shoeybi Bryan Catanzaro Ming-Yu Liu RALM 59 145 0 27 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 85 49 0 22 May 2024
Tailoring Vaccine Messaging with Common-Ground Opinions Rickard Stureborg Sanxing Chen Ruoyu Xie Aayushi Patel Christopher Li Chloe Qinyu Zhu Tingnan Hu Jun Yang Bhuwan Dhingra 42 0 0 17 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 62 83 0 13 May 2024
Hoaxpedia: A Unified Wikipedia Hoax Articles Dataset Hsuvas Borkakoty Luis Espinosa-Anke 33 1 0 03 May 2024
Optimising Calls to Large Language Models with Uncertainty-Based Two-Tier Selection Guillem Ramírez Alexandra Birch Ivan Titov 40 8 0 03 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 36 4 0 30 Apr 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
MisgenderMender: A Community-Informed Approach to Interventions for Misgendering Tamanna Hossain Sunipa Dev Sameer Singh 35 5 0 23 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 84 46 0 23 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 53 6 0 12 Apr 2024
Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval Juraj Vladika Florian Matthes RALM 28 5 0 12 Apr 2024
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking Tianyu Zhu M. Jung Jesse Clark 91 1 0 12 Apr 2024
Automating Research Synthesis with Domain-Specific Large Language Model Fine-Tuning Teo Susnjak Peter Hwang N. Reyes A. Barczak Timothy R. McIntosh Surangika Ranathunga 70 22 0 08 Apr 2024
Gecko: Versatile Text Embeddings Distilled from Large Language Models Jinhyuk Lee Zhuyun Dai Xiaoqi Ren Blair Chen Daniel Cer ... Aditya Kusupati Prateek Jain Siddhartha Reddy Jonnalagadda Ming-Wei Chang Iftekhar Naim RALM VLM SyDa 48 41 0 29 Mar 2024
Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art Neeloy Chakraborty Melkior Ornik Katherine Driggs-Campbell LRM 57 9 0 25 Mar 2024
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs Preetam Prabhu Srikar Dammu Himanshu Naidu Mouly Dewan YoungMin Kim Tanya Roosta Aman Chadha Chirag Shah 46 6 0 12 Mar 2024
Towards Faithful Explanations: Boosting Rationalization with Shortcuts Discovery Linan Yue Qi Liu Yichao Du Li Wang Weibo Gao Yanqing An 34 5 0 12 Mar 2024
Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses Juyeon Kim Jeongeun Lee Yoonho Chang Chanyeol Choi Junseong Kim Jy-yong Sohn KELM LRM 56 2 0 27 Feb 2024
Can Large Language Models Detect Misinformation in Scientific News Reporting? Yupeng Cao Aishwarya Muralidharan Nair Elyon Eyimife Nastaran Jamalipour Soofi K. P. Subbalakshmi J. Wullert Chumki Basu David Shallcross 40 8 0 22 Feb 2024
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence Jiajie Jin Yutao Zhu Yujia Zhou Zhicheng Dou RALM 49 21 0 19 Feb 2024
Can We Verify Step by Step for Incorrect Answer Detection? Xin Xu Shizhe Diao Can Yang Yang Wang LRM 127 14 0 16 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 35 138 0 05 Feb 2024
Nomic Embed: Training a Reproducible Long Context Text Embedder Zach Nussbaum John X. Morris Brandon Duderstadt Andriy Mulyar 27 96 0 02 Feb 2024
Claim Detection for Automated Fact-checking: A Survey on Monolingual, Multilingual and Cross-Lingual Research Rrubaa Panchendrarajan A. Zubiaga HILM 27 15 0 22 Jan 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Wang Xin Li Luisa Verdoliva Shu Hu 88 58 0 22 Jan 2024
The Critique of Critique Shichao Sun Junlong Li Weizhe Yuan Ruifeng Yuan Wenjie Li Pengfei Liu ELM 40 0 0 09 Jan 2024
The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction Pratyusha Sharma Jordan T. Ash Dipendra Kumar Misra LRM 19 78 0 21 Dec 2023
Efficient Title Reranker for Fast and Improved Knowledge-Intense NLP Ziyi Chen Jize Jiang Daqian Zuo Heyi Tao Jun Yang Yuxiang Wei 31 0 0 19 Dec 2023
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System Haotian Wang Xiyuan Du Weijiang Yu Qianglong Chen Kun Zhu Zheng Chu Lian Yan Yi Guan 32 10 0 08 Dec 2023
ClimateX: Do LLMs Accurately Assess Human Expert Confidence in Climate Statements? Romain Lacombe Kerrie Wu Eddie Dilworth 40 5 0 28 Nov 2023
RED-DOT: Multimodal Fact-checking via Relevant Evidence Detection Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos P. Petrantonakis 24 9 0 16 Nov 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi R. Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 42 38 0 16 Nov 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 34 25 0 16 Nov 2023
FLEEK: Factual Error Detection and Correction with Evidence Retrieved from External Knowledge Farima Fatahi Bayat Kun Qian Benjamin Han Yisi Sang Anton Belyi Samira Khorshidi Fei Wu Ihab F. Ilyas Yunyao Li HILM 39 25 0 26 Oct 2023
Language Models Hallucinate, but May Excel at Fact Verification Jian Guan Jesse Dodge David Wadden Minlie Huang Hao Peng LRM HILM 34 28 0 23 Oct 2023
Merging Generated and Retrieved Knowledge for Open-Domain QA Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Honglak Lee Lu Wang RALM 30 37 0 22 Oct 2023
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters Yixin Wan George Pu Jiao Sun Aparna Garimella Kai-Wei Chang Nanyun Peng 34 162 0 13 Oct 2023
A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection Shiping Yang Renliang Sun Xiao-Yi Wan HILM 40 41 0 10 Oct 2023
Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models Haoran Wang Kai Shu LRM 43 22 0 08 Oct 2023
Making Retrieval-Augmented Language Models Robust to Irrelevant Context Ori Yoran Tomer Wolfson Ori Ram Jonathan Berant RALM LRM 19 185 0 02 Oct 2023