A survey of fake news: Fundamental theories, detection methods, and opportunities

X Zhou, R Zafarani - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
The explosive growth in fake news and its erosion to democracy, justice, and public trust has
increased the demand for fake news detection and intervention. This survey reviews and …

Automated fact‐checking: A survey

X Zeng, AS Abumansour… - Language and Linguistics …, 2021 - Wiley Online Library
As online false information continues to grow, automated fact‐checking has gained an
increasing amount of attention in recent years. Researchers in the field of Natural Language …

A survey on automated fact-checking

Z Guo, M Schlichtkrull, A Vlachos - Transactions of the Association for …, 2022 - direct.mit.edu
Fact-checking has become increasingly important due to the speed with which both
information and misinformation can spread in the modern media ecosystem. Therefore …

User preference-aware fake news detection

Y Dou, K Shu, C **a, PS Yu, L Sun - … of the 44th international ACM SIGIR …, 2021 - dl.acm.org
Disinformation and fake news have posed detrimental effects on individuals and society in
recent years, attracting broad attention to fake news detection. The majority of existing fake …

Fang: Leveraging social context for fake news detection using graph representation

VH Nguyen, K Sugiyama, P Nakov… - Proceedings of the 29th …, 2020 - dl.acm.org
We propose Factual News Graph (FANG), a novel graphical social context representation
and learning framework for fake news detection. Unlike previous contextual models that …

Tabfact: A large-scale dataset for table-based fact verification

W Chen, H Wang, J Chen, Y Zhang, H Wang… - arxiv preprint arxiv …, 2019 - arxiv.org
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 …

Automated fact checking: Task formulations, methods and future directions

J Thorne, A Vlachos - arxiv preprint arxiv:1806.07687, 2018 - arxiv.org
The recently increased focus on misinformation has stimulated research in fact checking, the
task of assessing the truthfulness of a claim. Research in automating this task has been …

That is a known lie: Detecting previously fact-checked claims

S Shaar, GDS Martino, N Babulkov, P Nakov - arxiv preprint arxiv …, 2020 - arxiv.org
The recent proliferation of" fake news" has triggered a number of responses, most notably
the emergence of several manual fact-checking initiatives. As a result and over time, a large …

Overview of the CLEF–2021 CheckThat! lab on detecting check-worthy claims, previously fact-checked claims, and fake news

P Nakov, G Da San Martino, T Elsayed… - Experimental IR Meets …, 2021 - Springer
We describe the fourth edition of the CheckThat! Lab, part of the 2021 Conference and Labs
of the Evaluation Forum (CLEF). The lab evaluates technology supporting tasks related to …

The CLEF-2021 CheckThat! lab on detecting check-worthy claims, previously fact-checked claims, and fake news

P Nakov, G Da San Martino, T Elsayed… - Advances in Information …, 2021 - Springer
We describe the fourth edition of the CheckThat! Lab, part of the 2021 Cross-Language
Evaluation Forum (CLEF). The lab evaluates technology supporting various tasks related to …