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Scientific claim verification is a unique challenge that is attracting increasing interest. The SCIVER shared task offers a benchmark scenario to test and compare claim verification approaches by participating teams and consists in three…

Computation and Language · Computer Science 2021-04-26 Xia Zeng , Arkaitz Zubiaga

The task of Critical Questions Generation (CQs-Gen) aims to foster critical thinking by enabling systems to generate questions that expose underlying assumptions and challenge the validity of argumentative reasoning structures. Despite…

Computation and Language · Computer Science 2025-09-24 Banca Calvo Figueras , Rodrigo Agerri

Fact-checking is the process of evaluating the veracity of claims (i.e., purported facts). In this opinion piece, we raise an issue that has received little attention in prior work -- that some claims are far more difficult to fact-check…

Computation and Language · Computer Science 2022-02-08 Prakhar Singh , Anubrata Das , Junyi Jessy Li , Matthew Lease

While research on scientific claim verification has led to the development of powerful systems that appear to approach human performance, these approaches have yet to be tested in a realistic setting against large corpora of scientific…

Computation and Language · Computer Science 2022-10-26 David Wadden , Kyle Lo , Bailey Kuehl , Arman Cohan , Iz Beltagy , Lucy Lu Wang , Hannaneh Hajishirzi

Fact-checking numerical claims is critical as the presence of numbers provide mirage of veracity despite being fake potentially causing catastrophic impacts on society. The prior works in automatic fact verification do not primarily focus…

Information Retrieval · Computer Science 2025-10-28 V Venktesh , Deepali Prabhu , Avishek Anand

Claim decomposition plays a crucial role in the fact-checking process by breaking down complex claims into simpler atomic components and identifying their unfactual elements. Despite its importance, current research primarily focuses on…

Computation and Language · Computer Science 2025-09-08 Minghui Huang

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…

Computation and Language · Computer Science 2024-02-06 Juraj Vladika , Florian Matthes

Scientific texts often convey authority due to their technical language and complex data. However, this complexity can sometimes lead to the spread of misinformation. Non-experts are particularly susceptible to misleading claims based on…

Computation and Language · Computer Science 2025-06-10 Yuji Zhang , Qingyun Wang , Cheng Qian , Jiateng Liu , Chenkai Sun , Denghui Zhang , Tarek Abdelzaher , Chengxiang Zhai , Preslav Nakov , Heng Ji

In this paper, we explore the problem of Claim Extraction using one-to-many text generation methods, comparing LLMs, small summarization models finetuned for the task, and a previous NER-centric baseline QACG. As the current publications on…

Computation and Language · Computer Science 2025-02-10 Herbert Ullrich , Tomáš Mlynář , Jan Drchal

A long-standing challenge for search and conversational assistants is query intention detection in ambiguous queries. Asking clarifying questions in conversational search has been widely studied and considered an effective solution to…

Information Retrieval · Computer Science 2023-02-13 Zhenduo Wang , Yuancheng Tu , Corby Rosset , Nick Craswell , Ming Wu , Qingyao Ai

It is widely accepted that so-called facts can be checked by searching for information on the Internet. This process requires a fact-checker to formulate a search query based on the fact and to present it to a search engine. Then, relevant…

Computation and Language · Computer Science 2023-03-16 Nestor Prieto-Chavana , Julie Weeds , David Weir

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…

Computation and Language · Computer Science 2023-08-30 Daniel Russo , Serra Sinem Tekiroglu , Marco Guerini

Scientific claim verification can help the researchers to easily find the target scientific papers with the sentence evidence from a large corpus for the given claim. Some existing works propose pipeline models on the three tasks of…

Computation and Language · Computer Science 2021-10-29 Zhiwei Zhang , Jiyi Li , Fumiyo Fukumoto , Yanming Ye

In specialized fields like the scientific domain, constructing large-scale human-annotated datasets poses a significant challenge due to the need for domain expertise. Recent methods have employed large language models to generate synthetic…

Information Retrieval · Computer Science 2025-02-18 SeongKu Kang , Bowen Jin , Wonbin Kweon , Yu Zhang , Dongha Lee , Jiawei Han , Hwanjo Yu

We present SciClaimEval, a new scientific dataset for the claim verification task. Unlike existing resources, SciClaimEval features authentic claims, including refuted ones, directly extracted from published papers. To create refuted…

Computation and Language · Computer Science 2026-02-16 Xanh Ho , Yun-Ang Wu , Sunisth Kumar , Tian Cheng Xia , Florian Boudin , Andre Greiner-Petter , Akiko Aizawa

Exponential growth in digital information outlets and the race to publish has made scientific misinformation more prevalent than ever. However, the task to fact-verify a given scientific claim is not straightforward even for researchers.…

Computation and Language · Computer Science 2022-04-19 Ashish Rana , Deepanshu Khanna , Tirthankar Ghosal , Muskaan Singh , Harpreet Singh , Prashant Singh Rana

Claims are a fundamental unit of scientific discourse. The exponential growth in the number of scientific publications makes automatic claim extraction an important problem for researchers who are overwhelmed by this information overload.…

Computation and Language · Computer Science 2020-01-20 Titipat Achakulvisut , Chandra Bhagavatula , Daniel Acuna , Konrad Kording

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

We propose a novel, attention-based self-supervised approach to identify "claim-worthy" sentences in a fake news article, an important first step in automated fact-checking. We leverage "aboutness" of headline and content using attention…

Computation and Language · Computer Science 2021-02-05 Archita Pathak , Mohammad Abuzar Shaikh , Rohini Srihari

Existing fact-checking models for biomedical claims are typically trained on synthetic or well-worded data and hardly transfer to social media content. This mismatch can be mitigated by adapting the social media input to mimic the focused…

Computation and Language · Computer Science 2023-04-12 Amelie Wührl , Lara Grimminger , Roman Klinger