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While research on scientific claim verification has led to the development of powerful systems that appear to approach human performance, these approaches have yet to be tested in a realistic setting against large corpora of scientific…

Computation and Language · Computer Science 2022-10-26 David Wadden , Kyle Lo , Bailey Kuehl , Arman Cohan , Iz Beltagy , Lucy Lu Wang , Hannaneh Hajishirzi

False medical information on social media poses harm to people's health. While the need for biomedical fact-checking has been recognized in recent years, user-generated medical content has received comparably little attention. At the same…

Computation and Language · Computer Science 2022-09-19 Amelie Wührl , Roman Klinger

As generated text becomes more commonplace, it is increasingly important to evaluate how well-supported such text is by external knowledge sources. Many approaches for evaluating textual support rely on some method for decomposing text into…

Computation and Language · Computer Science 2024-03-19 Miriam Wanner , Seth Ebner , Zhengping Jiang , Mark Dredze , Benjamin Van Durme

The problem of verifying whether a textual hypothesis holds based on the given evidence, also known as fact verification, plays an important role in the study of natural language understanding and semantic representation. However, existing…

Computation and Language · Computer Science 2020-06-16 Wenhu Chen , Hongmin Wang , Jianshu Chen , Yunkai Zhang , Hong Wang , Shiyang Li , Xiyou Zhou , William Yang Wang

We initiate an investigation how the fundamental concept of independence can be represented effectively in the presence of incomplete information in relational databases. The concepts of possible and certain independence are proposed, and…

Databases · Computer Science 2025-10-10 Miika Hannula , Minna Hirvonen , Juha Kontinen , Sebastian Link

We introduce 'FactCheck Editor', an advanced text editor designed to automate fact-checking and correct factual inaccuracies. Given the widespread issue of misinformation, often a result of unintentional mistakes by content creators, our…

Computation and Language · Computer Science 2024-05-01 Vinay Setty

Textual claims are often accompanied by images to enhance their credibility and spread on social media, but this also raises concerns about the spread of misinformation. Existing datasets for automated verification of image-text claims…

Computation and Language · Computer Science 2025-10-08 Rui Cao , Zifeng Ding , Zhijiang Guo , Michael Schlichtkrull , Andreas Vlachos

Verifying scientific claims presents a significantly greater challenge than verifying political or news-related claims. Unlike the relatively broad audience for political claims, the users of scientific claim verification systems can vary…

Computation and Language · Computer Science 2025-02-17 Sujit Kumar , Anshul Sharma , Siddharth Hemant Khincha , Gargi Shroff , Sanasam Ranbir Singh , Rahul Mishra

Platforms for online civic participation rely heavily on methods for condensing thousands of comments into a relevant handful, based on whether participants agree or disagree with them. These methods should guarantee fair representation of…

Computer Science and Game Theory · Computer Science 2023-12-25 Daniel Halpern , Gregory Kehne , Ariel D. Procaccia , Jamie Tucker-Foltz , Manuel Wüthrich

Automatic fact verification has received significant attention recently. Contemporary automatic fact-checking systems focus on estimating truthfulness using numerical scores which are not human-interpretable. A human fact-checker generally…

Computation and Language · Computer Science 2023-05-30 Anku Rani , S. M Towhidul Islam Tonmoy , Dwip Dalal , Shreya Gautam , Megha Chakraborty , Aman Chadha , Amit Sheth , Amitava Das

Understanding search queries is a hard problem as it involves dealing with "word salad" text ubiquitously issued by users. However, if a query resembles a well-formed question, a natural language processing pipeline is able to perform more…

Computation and Language · Computer Science 2018-08-29 Manaal Faruqui , Dipanjan Das

Political elites play an important role in the proliferation of online misinformation. However, an understanding of how fact-checking platforms pick up politicized misinformation for fact-checking is still in its infancy. Here, we conduct…

Social and Information Networks · Computer Science 2024-09-16 Yuwei Chuai , Jichang Zhao , Nicolas Pröllochs , Gabriele Lenzini

Commonsense fact verification, as a challenging branch of commonsense question-answering (QA), aims to verify through facts whether a given commonsense claim is correct or not. Answering commonsense questions necessitates a combination of…

Computation and Language · Computer Science 2023-05-30 Anni Zou , Zhuosheng Zhang , Hai Zhao

We present Claim-Dissector: a novel latent variable model for fact-checking and analysis, which given a claim and a set of retrieved evidences jointly learns to identify: (i) the relevant evidences to the given claim, (ii) the veracity of…

Computation and Language · Computer Science 2023-08-08 Martin Fajcik , Petr Motlicek , Pavel Smrz

The task of fact-checking deals with assessing the veracity of factual claims based on credible evidence and background knowledge. In particular, scientific fact-checking is the variation of the task concerned with verifying claims rooted…

Computation and Language · Computer Science 2023-05-29 Juraj Vladika , Florian Matthes

Misinformation emerges in times of uncertainty when credible information is limited. This is challenging for NLP-based fact-checking as it relies on counter-evidence, which may not yet be available. Despite increasing interest in automatic…

Computation and Language · Computer Science 2022-10-26 Max Glockner , Yufang Hou , Iryna Gurevych

Automated fact-checking aims to assess the truthfulness of textual claims based on relevant evidence. However, verifying complex claims that require multi-hop reasoning remains a significant challenge. We propose GraphCheck, a novel…

Computation and Language · Computer Science 2025-11-10 Hyewon Jeon , Jay-Yoon Lee

Technological progress has led to concrete advancements in tasks that were regarded as challenging, such as automatic fact-checking. Interest in adopting these systems for public health and medicine has grown due to the high-stakes nature…

Computation and Language · Computer Science 2026-04-30 Sebastian Joseph , Lily Chen , Barry Wei , Michael Mackert , Iain J. Marshall , Paul Pu Liang , Ramez Kouzy , Byron C. Wallace , Junyi Jessy Li

The rapid advancement of Large Language Models (LLMs) has transformed conversational systems into practical tools used by millions. However, the nature and necessity of information retrieval in real-world conversations remain largely…

Information Retrieval · Computer Science 2025-10-28 Hideaki Joko , Shakiba Amirshahi , Charles L. A. Clarke , Faegheh Hasibi

Recurrent claims present a major challenge for automated fact-checking systems designed to combat misinformation, especially in multilingual settings. While tasks such as claim matching and fact-checked claim retrieval aim to address this…

Computation and Language · Computer Science 2026-04-16 Rrubaa Panchendrarajan , Arkaitz Zubiaga