Machine knowledge: Creation and curation of comprehensive knowledge bases

G Weikum, XL Dong, S Razniewski… - … and Trends® in …, 2021 - nowpublishers.com
Equipping machines with comprehensive knowledge of the world's entities and their
relationships has been a longstanding goal of AI. Over the last decade, large-scale …

The future of false information detection on social media: New perspectives and trends

B Guo, Y Ding, L Yao, Y Liang, Z Yu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
The massive spread of false information on social media has become a global risk, implicitly
influencing public opinion and threatening social/political development. False information …

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 …

Explainable automated fact-checking for public health claims

N Kotonya, F Toni - arXiv preprint arXiv:2010.09926, 2020 - arxiv.org
Fact-checking is the task of verifying the veracity of claims by assessing their assertions
against credible evidence. The vast majority of fact-checking studies focus exclusively on …

Fact-checking complex claims with program-guided reasoning

L Pan, X Wu, X Lu, AT Luu, WY Wang, MY Kan… - arXiv preprint arXiv …, 2023 - arxiv.org
Fact-checking real-world claims often requires collecting multiple pieces of evidence and
applying complex multi-step reasoning. In this paper, we present Program-Guided Fact …

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 …

The state of human-centered NLP technology for fact-checking

A Das, H Liu, V Kovatchev, M Lease - Information processing & …, 2023 - Elsevier
Misinformation threatens modern society by promoting distrust in science, changing
narratives in public health, heightening social polarization, and disrupting democratic …

Explainable automated fact-checking: A survey

N Kotonya, F Toni - arXiv preprint arXiv:2011.03870, 2020 - arxiv.org
A number of exciting advances have been made in automated fact-checking thanks to
increasingly larger datasets and more powerful systems, leading to improvements in the …

End-to-end multimodal fact-checking and explanation generation: A challenging dataset and models

BM Yao, A Shah, L Sun, JH Cho, L Huang - Proceedings of the 46th …, 2023 - dl.acm.org
We propose end-to-end multimodal fact-checking and explanation generation, where the
input is a claim and a large collection of web sources, including articles, images, videos, and …

Towards llm-based fact verification on news claims with a hierarchical step-by-step prompting method

X Zhang, W Gao - arXiv preprint arXiv:2310.00305, 2023 - arxiv.org
While large pre-trained language models (LLMs) have shown their impressive capabilities in
various NLP tasks, they are still under-explored in the misinformation domain. In this paper …