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相关论文: ClaimVer: Explainable Claim-Level Verification and…

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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

Automated fact-checking aims to assess the truthfulness of textual claims based on relevant evidence. However, verifying complex claims that require multi-hop reasoning remains a significant challenge. We propose GraphCheck, a novel…

计算与语言 · 计算机科学 2025-11-10 Hyewon Jeon , Jay-Yoon Lee

Large language models (LLMs) are increasingly being used for complex research tasks such as literature review, idea generation, and scientific paper analysis, yet their ability to truly understand and process the intricate relationships…

计算与语言 · 计算机科学 2025-06-11 Shashidhar Reddy Javaji , Yupeng Cao , Haohang Li , Yangyang Yu , Nikhil Muralidhar , Zining Zhu

Textual claims are often accompanied by images to enhance their credibility and spread on social media, but this also raises concerns about the spread of misinformation. Existing datasets for automated verification of image-text claims…

计算与语言 · 计算机科学 2025-10-08 Rui Cao , Zifeng Ding , Zhijiang Guo , Michael Schlichtkrull , Andreas Vlachos

Fact-checking is a crucial task as it ensures the prevention of misinformation. However, manual fact-checking cannot keep up with the rate at which false information is generated and disseminated online. Automated fact-checking by machines…

人工智能 · 计算机科学 2023-10-12 Gustav Nikopensius , Mohit Mayank , Orchid Chetia Phukan , Rajesh Sharma

We present Claim-Dissector: a novel latent variable model for fact-checking and analysis, which given a claim and a set of retrieved evidences jointly learns to identify: (i) the relevant evidences to the given claim, (ii) the veracity of…

计算与语言 · 计算机科学 2023-08-08 Martin Fajcik , Petr Motlicek , Pavel Smrz

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

Fact verification (FV) is a challenging task which requires to retrieve relevant evidence from plain text and use the evidence to verify given claims. Many claims require to simultaneously integrate and reason over several pieces of…

计算与语言 · 计算机科学 2019-08-07 Jie Zhou , Xu Han , Cheng Yang , Zhiyuan Liu , Lifeng Wang , Changcheng Li , Maosong Sun

The large and ever-increasing amount of data available on the Internet coupled with the laborious task of manual claim and fact verification has sparked the interest in the development of automated claim verification systems. Several deep…

计算与语言 · 计算机科学 2025-02-12 Alphaeus Dmonte , Roland Oruche , Marcos Zampieri , Prasad Calyam , Isabelle Augenstein

The scientific claim verification task requires an NLP system to label scientific documents which Support or Refute an input claim, and to select evidentiary sentences (or rationales) justifying each predicted label. In this work, we…

计算与语言 · 计算机科学 2022-05-11 David Wadden , Kyle Lo , Lucy Lu Wang , Arman Cohan , Iz Beltagy , Hannaneh Hajishirzi

The spread of misinformation across digital platforms can pose significant societal risks. Claim verification, a.k.a. fact-checking, systems can help identify potential misinformation. However, their efficacy is limited by the knowledge…

计算与语言 · 计算机科学 2026-02-24 Md Badsha Biswas , Ozlem Uzuner

Claim verification is a core component of automated fact-checking systems, aimed at determining the truthfulness of a statement by assessing it against reliable evidence sources such as documents or knowledge bases. This work presents…

计算与语言 · 计算机科学 2026-01-28 Vítor N. Lourenço , Aline Paes , Tillman Weyde , Audrey Depeige , Mohnish Dubey

The proliferation of fake news has emerged as a severe societal problem, raising significant interest from industry and academia. While existing deep-learning based methods have made progress in detecting fake news accurately, their…

计算与语言 · 计算机科学 2024-05-29 Hui Liu , Wenya Wang , Haoru Li , Haoliang Li

Most existing work on automated fact checking is concerned with predicting the veracity of claims based on metadata, social network spread, language used in claims, and, more recently, evidence supporting or denying claims. A crucial piece…

计算与语言 · 计算机科学 2020-04-14 Pepa Atanasova , Jakob Grue Simonsen , Christina Lioma , Isabelle Augenstein

Misinformation such as fake news is one of the big challenges of our society. Research on automated fact-checking has proposed methods based on supervised learning, but these approaches do not consider external evidence apart from labeled…

计算与语言 · 计算机科学 2018-09-19 Kashyap Popat , Subhabrata Mukherjee , Andrew Yates , Gerhard Weikum

Building trustworthy knowledge graphs for cyber-physical social systems (CPSS) is a challenge. In particular, current approaches relying on human experts have limited scalability, while automated approaches are often not accountable to…

社会与信息网络 · 计算机科学 2020-07-01 Mark Christopher Ballandies , Evangelos Pournaras

Claim verification plays a crucial role in combating misinformation. While existing works on claim verification have shown promising results, a crucial piece of the puzzle that remains unsolved is to understand how to verify claims without…

计算与语言 · 计算机科学 2023-10-23 Haoran Wang , Kai Shu

Evidence-based fact checking aims to verify the truthfulness of a claim against evidence extracted from textual sources. Learning a representation that effectively captures relations between a claim and evidence can be challenging. Recent…

计算与语言 · 计算机科学 2021-06-03 Canasai Kruengkrai , Junichi Yamagishi , Xin Wang

In the modern era, abundant information is easily accessible from various sources, however only a few of these sources are reliable as they mostly contain unverified contents. We develop a system to validate the truthfulness of a given…

人工智能 · 计算机科学 2018-02-19 Papis Wongchaisuwat , Diego Klabjan

In an effort to assist factcheckers in the process of factchecking, we tackle the claim detection task, one of the necessary stages prior to determining the veracity of a claim. It consists of identifying the set of sentences, out of a long…

计算与语言 · 计算机科学 2020-08-18 Lev Konstantinovskiy , Oliver Price , Mevan Babakar , Arkaitz Zubiaga