Title
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty Qing Zong Zhaoxiang Wang Tianshi Zheng Xiyu Ren Yangqiu Song 147 3 0 28 Dec 2024
A Reality Check on Context Utilisation for Retrieval-Augmented Generation Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 230 1 0 22 Dec 2024
DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts Tobias Braun Mark Rothermel Marcus Rohrbach Anna Rohrbach 191 6 0 13 Dec 2024
FactLens: Benchmarking Fine-Grained Fact Verification Kushan Mitra Dan Zhang Sajjadur Rahman Estevam R. Hruschka HILM 141 1 0 08 Nov 2024
FactBench: A Dynamic Benchmark for In-the-Wild Language Model Factuality Evaluation Farima Fatahi Bayat Lechen Zhang Sheza Munir Lu Wang HILM 97 4 0 29 Oct 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 138 11 0 26 Aug 2024
Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs D. Yaldiz Yavuz Faruk Bakman Baturalp Buyukates Chenyang Tao Anil Ramakrishna Dimitrios Dimitriadis Jieyu Zhao Salman Avestimehr 124 8 0 17 Jun 2024
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 107 218 0 05 Oct 2023
Do Large Language Models Know What They Don't Know? Zhangyue Yin Qiushi Sun Qipeng Guo Jiawen Wu Xipeng Qiu Xuanjing Huang ELM AI4MH 78 163 0 29 May 2023
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation Niels Mündler Jingxuan He Slobodan Jenko Martin Vechev HILM 68 118 0 25 May 2023
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 144 702 0 23 May 2023
Generating Scientific Claims for Zero-Shot Scientific Fact Checking Dustin Wright David Wadden Kyle Lo Bailey Kuehl Arman Cohan Isabelle Augenstein Lucy Lu Wang MedIm 103 57 0 24 Mar 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 306 266 0 21 Mar 2022
FRUIT: Faithfully Reflecting Updated Information in Text Robert L Logan IV Alexandre Passos Sameer Singh Ming-Wei Chang KELM 86 42 0 16 Dec 2021
Ethical and social risks of harm from Language Models Laura Weidinger John F. J. Mellor Maribeth Rauh Conor Griffin J. Uesato ... Lisa Anne Hendricks William S. Isaac Sean Legassick G. Irving Iason Gabriel PILM 122 1,044 0 08 Dec 2021
A Survey on Automated Fact-Checking Zhijiang Guo Michael Schlichtkrull Andreas Vlachos 95 495 0 26 Aug 2021
The Curious Case of Hallucinations in Neural Machine Translation Vikas Raunak Arul Menezes Marcin Junczys-Dowmunt 210 195 0 14 Apr 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View Tianyu Liu Xin Zheng Baobao Chang Zhifang Sui 144 35 0 17 Feb 2021
Evidence-based Factual Error Correction James Thorne Andreas Vlachos KELM OffRL 86 58 0 31 Dec 2020
CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims Thomas Diggelmann Jordan L. Boyd-Graber Jannis Bulian Massimiliano Ciaramita Markus Leippold 81 206 0 01 Dec 2020
Generating Fact Checking Briefs Angela Fan Aleksandra Piktus Fabio Petroni Guillaume Wenzek Marzieh Saeidi Andreas Vlachos Antoine Bordes Sebastian Riedel HILM 99 59 0 10 Nov 2020
Fact or Fiction: Verifying Scientific Claims David Wadden Shanchuan Lin Kyle Lo Lucy Lu Wang Madeleine van Zuylen Arman Cohan Hannaneh Hajishirzi HAI 168 462 0 30 Apr 2020
Generating Fact Checking Explanations Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein 59 199 0 13 Apr 2020
MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims Isabelle Augenstein Christina Lioma Dongsheng Wang Lucas Chaves Lima Casper Hansen Christian B. Hansen J. Simonsen HILM 142 251 0 07 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,316 0 27 Aug 2019
Combining Fact Extraction and Verification with Neural Semantic Matching Networks Yixin Nie Haonan Chen Joey Tianyi Zhou FedML 64 305 0 16 Nov 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 167 1,667 0 14 Mar 2018