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With the growth of fake news and disinformation, the NLP community has been working to assist humans in fact-checking. However, most academic research has focused on model accuracy without paying attention to resource efficiency, which is…

计算机与社会 · 计算机科学 2021-09-03 Mykola Trokhymovych , Diego Saez-Trumper

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…

Evidence retrieval is a core part of automatic fact-checking. Prior work makes simplifying assumptions in retrieval that depart from real-world use cases: either no access to evidence, access to evidence curated by a human fact-checker, or…

计算与语言 · 计算机科学 2024-06-18 Jifan Chen , Grace Kim , Aniruddh Sriram , Greg Durrett , Eunsol Choi

We study the fact checking problem, which aims to identify the veracity of a given claim. Specifically, we focus on the task of Fact Extraction and VERification (FEVER) and its accompanied dataset. The task consists of the subtasks of…

计算与语言 · 计算机科学 2021-11-22 Giannis Bekoulis , Christina Papagiannopoulou , Nikos Deligiannis

Fact-checking-specific search tools such as Google Fact Check are a promising way to combat misinformation on social media, especially during events bringing significant social influence, such as the COVID-19 pandemic and the U.S.…

社会与信息网络 · 计算机科学 2025-05-27 Qiangeng Yang , Tess Christensen , Shlok Gilda , Juliana Fernandes , Daniela Oliveira , Ronald Wilson , Damon Woodard

This article presents a pipeline for automated fact-checking leveraging publicly available Language Models and data. The objective is to assess the accuracy of textual claims using evidence from a ground-truth evidence corpus. The pipeline…

计算与语言 · 计算机科学 2024-08-23 Jan Drchal , Herbert Ullrich , Tomáš Mlynář , Václav Moravec

The rapid spread of misinformation in the digital era poses significant challenges to public discourse, necessitating robust and scalable fact-checking solutions. Traditional human-led fact-checking methods, while credible, struggle with…

人工智能 · 计算机科学 2025-06-24 Tam Trinh , Manh Nguyen , Truong-Son Hy

Scientific fact-checking aims to determine the veracity of scientific claims by retrieving and analysing evidence from research literature. The problem is inherently more complex than general fact-checking since it must accommodate the…

信息检索 · 计算机科学 2025-08-18 Xingyu Deng , Xi Wang , Mark Stevenson

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…

计算与语言 · 计算机科学 2023-08-30 Daniel Russo , Serra Sinem Tekiroglu , Marco Guerini

Traditional fact checking by expert journalists cannot keep up with the enormous volume of information that is now generated online. Computational fact checking may significantly enhance our ability to evaluate the veracity of dubious…

The rapid proliferation of misinformation across online platforms underscores the urgent need for robust, up-to-date, explainable, and multilingual fact-checking resources. However, existing datasets are limited in scope, often lacking…

计算与语言 · 计算机科学 2026-03-18 Z. Melce Hüsünbeyi , Virginie Mouilleron , Leonie Uhling , Daniel Foppe , Tatjana Scheffler , Djamé Seddah

The increasing rate at which scientific knowledge is discovered and health claims shared online has highlighted the importance of developing efficient fact-checking systems for scientific claims. The usual setting for this task in the…

计算与语言 · 计算机科学 2024-02-06 Juraj Vladika , Florian Matthes

Given the recent proliferation of false claims online, there has been a lot of manual fact-checking effort. As this is very time-consuming, human fact-checkers can benefit from tools that can support them and make them more efficient. Here,…

计算与语言 · 计算机科学 2022-11-16 Shaden Shaar , Nikola Georgiev , Firoj Alam , Giovanni Da San Martino , Aisha Mohamed , Preslav Nakov

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…

计算与语言 · 计算机科学 2021-12-09 Isabelle Augenstein

The reporting and the analysis of current events around the globe has expanded from professional, editor-lead journalism all the way to citizen journalism. Nowadays, politicians and other key players enjoy direct access to their audiences…

The volume and velocity of information that gets generated online limits current journalistic practices to fact-check claims at the same rate. Computational approaches for fact checking may be the key to help mitigate the risks of massive…

人工智能 · 计算机科学 2017-08-25 Prashant Shiralkar , Alessandro Flammini , Filippo Menczer , Giovanni Luca Ciampaglia

The advances in the digital era have led to rapid dissemination of information. This has also aggravated the spread of misinformation and disinformation. This has potentially serious consequences, such as civil unrest. While fact-checking…

计算与语言 · 计算机科学 2024-09-04 Venktesh V , Vinay Setty

Fact-checking has been promoted as a key method for combating political misinformation. Comparing the spread of election-related misinformation narratives along with their relevant political fact-checks, this study provides the most…

社会与信息网络 · 计算机科学 2024-12-19 Morgan Wack , Kayla Duskin , Damian Hodel

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…

Fact-checking is an essential tool to mitigate the spread of misinformation and disinformation. We introduce the task of fact-checking in dialogue, which is a relatively unexplored area. We construct DialFact, a testing benchmark dataset of…

计算与语言 · 计算机科学 2022-03-25 Prakhar Gupta , Chien-Sheng Wu , Wenhao Liu , Caiming Xiong
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