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The Web and its main tools (Google, Wikipedia, Facebook, Twitter) deeply raise and renew fundamental questions, that everyone asks almost every day: Is this information or content true? Can I trust this author or source? These questions are…

Information Retrieval · Computer Science 2025-01-13 Gilles Sahut , André Tricot

Despite significant advances in large language models (LLMs), their knowledge memorization capabilities remain underexplored, due to the lack of standardized and high-quality test ground. In this paper, we introduce a novel, real-world and…

Computation and Language · Computer Science 2025-05-20 Yuwei Zhang , Wenhao Yu , Shangbin Feng , Yifan Zhu , Letian Peng , Jayanth Srinivasa , Gaowen Liu , Jingbo Shang

A significant and growing number of published scientific articles is found to involve fraudulent practices, posing a serious threat to the credibility and safety of research in fields such as medicine. We propose Pub-Guard-LLM, the first…

Computation and Language · Computer Science 2025-08-22 Lihu Chen , Shuojie Fu , Gabriel Freedman , Cemre Zor , Guy Martin , James Kinross , Uddhav Vaghela , Ovidiu Serban , Francesca Toni

The increased focus on misinformation has spurred development of data and systems for detecting the veracity of a claim as well as retrieving authoritative evidence. The Fact Extraction and VERification (FEVER) dataset provides such a…

Computation and Language · Computer Science 2020-04-28 Christopher Hidey , Tuhin Chakrabarty , Tariq Alhindi , Siddharth Varia , Kriste Krstovski , Mona Diab , Smaranda Muresan

We present SciClaimEval, a new scientific dataset for the claim verification task. Unlike existing resources, SciClaimEval features authentic claims, including refuted ones, directly extracted from published papers. To create refuted…

Computation and Language · Computer Science 2026-02-16 Xanh Ho , Yun-Ang Wu , Sunisth Kumar , Tian Cheng Xia , Florian Boudin , Andre Greiner-Petter , Akiko Aizawa

Contemporary approaches to assisted scientific discovery use language models to automatically generate large numbers of potential hypothesis to test, while also automatically generating code-based experiments to test those hypotheses. While…

Artificial Intelligence · Computer Science 2025-09-23 Peter Jansen , Samiah Hassan , Ruoyao Wang

Despite the advancements in search engine features, ranking methods, technologies, and the availability of programmable APIs, current-day open-access digital libraries still rely on crawl-based approaches for acquiring their underlying…

Information Retrieval · Computer Science 2016-04-19 Sujatha Das Gollapalli , Krutarth Patel , Cornelia Caragea

Wikipedia is a well-known platform for disseminating knowledge, and scientific sources, such as journal articles, play a critical role in supporting its mission. The open access movement aims to make scientific knowledge openly available,…

Digital Libraries · Computer Science 2024-10-17 Puyu Yang , Ahad Shoaib , Robert West , Giovanni Colavizza

In fact-checking, structure and phrasing of claims critically influence a model's ability to predict verdicts accurately. Social media content in particular rarely serves as optimal input for verification systems, which necessitates…

Computation and Language · Computer Science 2024-12-17 Amelie Wührl , Roman Klinger

Pre-trained language models (PLMs) have proven to be effective for document re-ranking task. However, they lack the ability to fully interpret the semantics of biomedical and health-care queries and often rely on simplistic patterns for…

Computation and Language · Computer Science 2023-05-09 Deepak Gupta , Dina Demner-Fushman

Exponential growth in digital information outlets and the race to publish has made scientific misinformation more prevalent than ever. However, the task to fact-verify a given scientific claim is not straightforward even for researchers.…

Computation and Language · Computer Science 2022-04-19 Ashish Rana , Deepanshu Khanna , Tirthankar Ghosal , Muskaan Singh , Harpreet Singh , Prashant Singh Rana

Fighting misinformation is a challenging, yet crucial, task. Despite the growing number of experts being involved in manual fact-checking, this activity is time-consuming and cannot keep up with the ever-increasing amount of Fake News…

Computation and Language · Computer Science 2023-08-30 Daniel Russo , Serra Sinem Tekiroglu , Marco Guerini

Question answering is a task that answers factoid questions using a large collection of documents. It aims to provide precise answers in response to the user's questions in natural language. Question answering relies on efficient passage…

Computation and Language · Computer Science 2023-08-09 Shashank Gupta

Online misinformation remains a critical challenge, and fact-checkers increasingly rely on claim matching systems that use sentence embedding models to retrieve relevant fact-checks. However, as users interact with claims online, they often…

Computation and Language · Computer Science 2025-06-06 Jabez Magomere , Emanuele La Malfa , Manuel Tonneau , Ashkan Kazemi , Scott Hale

Claims are a fundamental unit of scientific discourse. The exponential growth in the number of scientific publications makes automatic claim extraction an important problem for researchers who are overwhelmed by this information overload.…

Computation and Language · Computer Science 2020-01-20 Titipat Achakulvisut , Chandra Bhagavatula , Daniel Acuna , Konrad Kording

This paper is concerned with tracking and interpreting scholarly documents in distributed research communities. We argue that current approaches to document description, and current technological infrastructures particularly over the World…

Digital Libraries · Computer Science 2007-05-23 Simon Buckingham Shum , Enrico Motta , John Domingue

This study provides an overview of science from the Wikipedia perspective. A methodology has been established for the analysis of how Wikipedia editors regard science through their references to scientific papers. The method of co-citation…

Digital Libraries · Computer Science 2020-02-12 Wenceslao Arroyo-Machado , Daniel Torres-Salinas , Enrique Herrera-Viedma , Esteban Romero-Frías

Retrieval of previously fact-checked claims is a well-established task, whose automation can assist professional fact-checkers in the initial steps of information verification. Previous works have mostly tackled the task monolingually,…

Computation and Language · Computer Science 2025-09-23 Alan Ramponi , Marco Rovera , Robert Moro , Sara Tonelli

A reasonable approach for fact checking a claim involves retrieving potentially relevant documents from different sources (e.g., news websites, social media, etc.), determining the stance of each document with respect to the claim, and…

Computation and Language · Computer Science 2018-04-24 Ramy Baly , Mitra Mohtarami , James Glass , Lluis Marquez , Alessandro Moschitti , Preslav Nakov

Traditional disease surveillance systems suffer from several disadvantages, including reporting lags and antiquated technology, that have caused a movement towards internet-based disease surveillance systems. Internet systems are…

Information Retrieval · Computer Science 2015-08-26 Geoffrey Fairchild , Lalindra De Silva , Sara Y. Del Valle , Alberto M. Segre
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