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Related papers: WikiCheck: An end-to-end open source Automatic Fac…

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Wikipedia articles aim to be definitive sources of encyclopedic content. Yet, only 0.6% of Wikipedia articles have high quality according to its quality scale due to insufficient number of Wikipedia editors and enormous number of articles.…

Social and Information Networks · Computer Science 2021-08-06 Sumit Asthana , Sabrina Tobar Thommel , Aaron Lee Halfaker , Nikola Banovic

We study the problem of automatic fact-checking, paying special attention to the impact of contextual and discourse information. We address two related tasks: (i) detecting check-worthy claims, and (ii) fact-checking claims. We develop…

Our society is facing rampant misinformation harming public health and trust. To address the societal challenge, we introduce FACT-GPT, a system leveraging Large Language Models (LLMs) to automate the claim matching stage of fact-checking.…

Computation and Language · Computer Science 2024-02-09 Eun Cheol Choi , Emilio Ferrara

AI tools are increasingly deployed in community contexts. However, datasets used to evaluate AI are typically created by developers and annotators outside a given community, which can yield misleading conclusions about AI performance. How…

Human-Computer Interaction · Computer Science 2024-02-23 Tzu-Sheng Kuo , Aaron Halfaker , Zirui Cheng , Jiwoo Kim , Meng-Hsin Wu , Tongshuang Wu , Kenneth Holstein , Haiyi Zhu

The past decade has seen a substantial rise in the amount of mis- and disinformation online, from targeted disinformation campaigns to influence politics, to the unintentional spreading of misinformation about public health. This…

Computation and Language · Computer Science 2021-12-09 Isabelle Augenstein

Wikipedia has high-quality articles on a variety of topics and has been used in diverse research areas. In this study, a method is presented for using Wikipedia's editor information to build recommender systems in various domains that…

Information Retrieval · Computer Science 2023-06-16 Katsuhiko Hayashi

Although many fact-checking systems have been developed in academia and industry, fake news is still proliferating on social media. These systems mostly focus on fact-checking but usually neglect online users who are the main drivers of the…

Information Retrieval · Computer Science 2020-10-08 Nguyen Vo , Kyumin Lee

Nowadays, editors tend to separate different subtopics of a long Wiki-pedia article into multiple sub-articles. This separation seeks to improve human readability. However, it also has a deleterious effect on many Wikipedia-based tasks that…

Information Retrieval · Computer Science 2019-06-24 Muhao Chen , Changping Meng , Gang Huang , Carlo Zaniolo

While Wikipedia has been utilized for fact-checking and claim verification to debunk misinformation and disinformation, it is essential to either improve article quality and rule out noisy articles. Self-contradiction is one of the…

Computation and Language · Computer Science 2021-11-17 Cheng Hsu , Cheng-Te Li , Diego Saez-Trumper , Yi-Zhan Hsu

In this paper, we introduce a new NLP task -- generating short factual articles with references for queries by mining supporting evidence from the Web. In this task, called WebBrain, the ultimate goal is to generate a fluent, informative,…

Computation and Language · Computer Science 2023-04-11 Hongjing Qian , Yutao Zhu , Zhicheng Dou , Haoqi Gu , Xinyu Zhang , Zheng Liu , Ruofei Lai , Zhao Cao , Jian-Yun Nie , Ji-Rong Wen

Wikidata is one of the most important sources of structured data on the web, built by a worldwide community of volunteers. As a secondary source, its contents must be backed by credible references; this is particularly important as Wikidata…

Artificial Intelligence · Computer Science 2021-09-21 Gabriel Amaral , Alessandro Piscopo , Lucie-Aimée Kaffee , Odinaldo Rodrigues , Elena Simperl

This paper introduces an approach to question answering over knowledge bases like Wikipedia and Wikidata by performing "question-to-question" matching and retrieval from a dense vector embedding store. Instead of embedding document content,…

Computation and Language · Computer Science 2025-02-24 Santhosh Thottingal

Misinformation threatens modern society by promoting distrust in science, changing narratives in public health, heightening social polarization, and disrupting democratic elections and financial markets, among a myriad of other societal…

Computation and Language · Computer Science 2023-01-10 Anubrata Das , Houjiang Liu , Venelin Kovatchev , Matthew Lease

Hyperlinks constitute the backbone of the Web; they enable user navigation, information discovery, content ranking, and many other crucial services on the Internet. In particular, hyperlinks found within Wikipedia allow the readers to…

Computers and Society · Computer Science 2021-06-01 Martin Gerlach , Marshall Miller , Rita Ho , Kosta Harlan , Djellel Difallah

Wikipedia entity pages are a valuable source of information for direct consumption and for knowledge-base construction, update and maintenance. Facts in these entity pages are typically supported by references. Recent studies show that as…

Information Retrieval · Computer Science 2017-03-31 Besnik Fetahu , Katja Markert , Avishek Anand

We introduce Loki, an open-source tool designed to address the growing problem of misinformation. Loki adopts a human-centered approach, striking a balance between the quality of fact-checking and the cost of human involvement. It…

Computation and Language · Computer Science 2024-10-03 Haonan Li , Xudong Han , Hao Wang , Yuxia Wang , Minghan Wang , Rui Xing , Yilin Geng , Zenan Zhai , Preslav Nakov , Timothy Baldwin

This paper develops an agent-based automated fact-checking approach for detecting misinformation. We demonstrate that combining a powerful LLM agent, which does not have access to the internet for searches, with an online web search agent…

Cross-document event coreference resolution is a foundational task for NLP applications involving multi-text processing. However, existing corpora for this task are scarce and relatively small, while annotating only modest-size clusters of…

Computation and Language · Computer Science 2021-05-03 Alon Eirew , Arie Cattan , Ido Dagan

Malicious sockpuppet detection on Wikipedia is critical to preserving access to reliable information on the internet and preventing the spread of disinformation. Prior machine learning approaches rely on stylistic and meta-data features,…

Machine Learning · Computer Science 2025-10-29 Luc Raszewski , Christine De Kock

Wikipedia, a vast and continuously consulted knowledge base, faces significant challenges in maintaining up-to-date content due to its reliance on manual human editors. Inspired by the vision of continuous knowledge acquisition in NELL and…

Computation and Language · Computer Science 2025-08-07 Revanth Gangi Reddy , Tanay Dixit , Jiaxin Qin , Cheng Qian , Daniel Lee , Jiawei Han , Kevin Small , Xing Fan , Ruhi Sarikaya , Heng Ji