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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

Automated news verification requires structured claim extraction, but existing approaches either lack schema compliance or generalize poorly across domains. This paper presents NewsScope, a cross-domain dataset, benchmark, and fine-tuned…

Computation and Language · Computer Science 2026-01-15 Nidhi Pandya

We introduce SciVer, the first benchmark specifically designed to evaluate the ability of foundation models to verify claims within a multimodal scientific context. SciVer consists of 3,000 expert-annotated examples over 1,113 scientific…

Computation and Language · Computer Science 2025-06-19 Chengye Wang , Yifei Shen , Zexi Kuang , Arman Cohan , Yilun Zhao

A common strategy for fact-checking long-form content generated by Large Language Models (LLMs) is extracting simple claims that can be verified independently. Since inaccurate or incomplete claims compromise fact-checking results, ensuring…

Computation and Language · Computer Science 2025-06-09 Dasha Metropolitansky , Jonathan Larson

Scientific tools dictate the boundaries of human knowledge, serving as the foundation for perceptions and explorations. In the era of Big Science, science are increasingly dependent on advanced analytical technologies and experimental…

Digital Libraries · Computer Science 2026-04-22 Mingze Zhang , Yizhan Li , Yutong Li , Zexia Li

Real-world fact-checking often involves verifying claims grounded in structured data at scale. Despite substantial progress in fact-verification benchmarks, this setting remains largely underexplored. In this work, we introduce ClaimDB, a…

Computation and Language · Computer Science 2026-04-14 Michael Theologitis , Preetam Prabhu Srikar Dammu , Chirag Shah , Dan Suciu

Public agencies like the U.S. National Science Foundation (NSF) and the National Institutes of Health (NIH) award tens of billions of dollars in annual science funding. How can this money be distributed as efficiently as possible to best…

Physics and Society · Physics 2013-04-04 Johan Bollen , David Crandall , Damion Junk , Ying Ding , Katy Boerner

We introduce CLIMATE-FEVER, a new publicly available dataset for verification of climate change-related claims. By providing a dataset for the research community, we aim to facilitate and encourage work on improving algorithms for…

Computation and Language · Computer Science 2021-01-05 Thomas Diggelmann , Jordan Boyd-Graber , Jannis Bulian , Massimiliano Ciaramita , Markus Leippold

The rapid growth of scientific literature demands robust tools for automated survey-generation. However, current large language model (LLM)-based methods often lack in-depth analysis, structural coherence, and reliable citations. To address…

Artificial Intelligence · Computer Science 2025-07-22 Xiaofeng Shi , Qian Kou , Yuduo Li , Ning Tang , Jinxin Xie , Longbin Yu , Songjing Wang , Hua Zhou

Understanding the broad impact of science and science funding is critical to ensuring that science investments and policies align with societal needs. Existing research links science funding to the output of scientific publications but…

Human-Computer Interaction · Computer Science 2025-09-23 Yifang Wang , Yifan Qian , Xiaoyu Qi , Yian Yin , Shengqi Dang , Ziqing Qian , Benjamin F. Jones , Nan Cao , Dashun Wang

Modern machine learning relies on datasets to develop and validate research ideas. Given the growth of publicly available data, finding the right dataset to use is increasingly difficult. Any research question imposes explicit and implicit…

Information Retrieval · Computer Science 2023-06-08 Vijay Viswanathan , Luyu Gao , Tongshuang Wu , Pengfei Liu , Graham Neubig

With the growing importance of detecting misinformation, many studies have focused on verifying factual claims by retrieving evidence. However, canonical fact verification tasks do not apply to catching subtle differences in factually…

Computation and Language · Computer Science 2023-06-13 Miyoung Ko , Ingyu Seong , Hwaran Lee , Joonsuk Park , Minsuk Chang , Minjoon Seo

In the rapidly evolving field of artificial intelligence (AI), mapping innovation patterns and understanding effective technology transfer from research to applications are essential for economic growth. However, existing data…

Databases · Computer Science 2025-06-02 Haixing Gong , Hui Zou , Xingzhou Liang , Shiyuan Meng , Pinlong Cai , Xingcheng Xu , Jingjing Qu

Reusing published datasets on the Web is of great interest to researchers and developers. Their data needs may be met by submitting queries to a dataset search engine to retrieve relevant datasets. In this ongoing work towards developing a…

Information Retrieval · Computer Science 2019-08-30 Jinchi Chen , Xiaxia Wang , Gong Cheng , Evgeny Kharlamov , Yuzhong Qu

Citation graphs can be helpful in generating high-quality summaries of scientific papers, where references of a scientific paper and their correlations can provide additional knowledge for contextualising its background and main…

Information Retrieval · Computer Science 2023-02-24 Zheheng Luo , Qianqian Xie , Sophia Ananiadou

Despite the advancements in search engine features, ranking methods, technologies, and the availability of programmable APIs, current-day open-access digital libraries still rely on crawl-based approaches for acquiring their underlying…

Information Retrieval · Computer Science 2016-04-19 Sujatha Das Gollapalli , Krutarth Patel , Cornelia Caragea

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-Checking (ProgramFC), a novel fact-checking model that decomposes…

Computation and Language · Computer Science 2023-05-23 Liangming Pan , Xiaobao Wu , Xinyuan Lu , Anh Tuan Luu , William Yang Wang , Min-Yen Kan , Preslav Nakov

AI agents have seen widespread adoption in information retrieval for scientific research, giving rise to tools such as Deep Research. However, existing retrieval agents mainly rely on keyword- or embedding-based methods. While effective at…

Computational Engineering, Finance, and Science · Computer Science 2026-05-25 Chenyang Shao , Fengli Xu , Yong Li

Scientific literature serves as a high-quality corpus, supporting a lot of Natural Language Processing (NLP) research. However, existing datasets are centered around the English language, which restricts the development of Chinese…

Computation and Language · Computer Science 2022-09-13 Yudong Li , Yuqing Zhang , Zhe Zhao , Linlin Shen , Weijie Liu , Weiquan Mao , Hui Zhang

Effective scientific communication depends on accurate citations that validate sources and guide readers to supporting evidence. Yet academic literature faces mounting challenges: semantic citation errors that misrepresent sources,…

Computation and Language · Computer Science 2025-11-21 Sebastian Haan