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Related papers: ACL-Fig: A Dataset for Scientific Figure Classific…

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We present ACL OCL, a scholarly corpus derived from the ACL Anthology to assist Open scientific research in the Computational Linguistics domain. Integrating and enhancing the previous versions of the ACL Anthology, the ACL OCL contributes…

Computation and Language · Computer Science 2023-10-25 Shaurya Rohatgi , Yanxia Qin , Benjamin Aw , Niranjana Unnithan , Min-Yen Kan

Familiarizing oneself with a new scientific field and its existing literature can be daunting due to the large amount of available articles. Curated lists of academic references, or reading lists, compiled by experts, offer a structured way…

Digital Libraries · Computer Science 2025-02-25 Julien Aubert-Béduchaud , Florian Boudin , Béatrice Daille , Richard Dufour

Researchers use figures to communicate rich, complex information in scientific papers. The captions of these figures are critical to conveying effective messages. However, low-quality figure captions commonly occur in scientific articles…

Computation and Language · Computer Science 2021-10-26 Ting-Yao Hsu , C. Lee Giles , Ting-Hao 'Kenneth' Huang

High-quality scientific illustrations are crucial for effectively communicating complex scientific and technical concepts, yet their manual creation remains a well-recognized bottleneck in both academia and industry. We present FigureBench,…

Artificial Intelligence · Computer Science 2026-02-13 Minjun Zhu , Zhen Lin , Yixuan Weng , Panzhong Lu , Qiujie Xie , Yifan Wei , Sifan Liu , Qiyao Sun , Yue Zhang

Non-textual components such as charts, diagrams and tables provide key information in many scientific documents, but the lack of large labeled datasets has impeded the development of data-driven methods for scientific figure extraction. In…

Digital Libraries · Computer Science 2018-06-01 Noah Siegel , Nicholas Lourie , Russell Power , Waleed Ammar

Creating high-quality figures and visualizations for scientific papers is a time-consuming task that requires both deep domain knowledge and professional design skills. Despite over 2.5 million scientific papers published annually, the…

Artificial Intelligence · Computer Science 2026-01-09 Siyuan Huang , Yutong Gao , Juyang Bai , Yifan Zhou , Zi Yin , Xinxin Liu , Rama Chellappa , Chun Pong Lau , Sayan Nag , Cheng Peng , Shraman Pramanick

Multimodal learning has revolutionized general domain tasks, yet its application in scientific discovery is hindered by the profound semantic gap between complex scientific imagery and sparse textual descriptions. We present S1-MMAlign, a…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 He Wang , Longteng Guo , Pengkang Huo , Xuanxu Lin , Yichen Yuan , Jie Jiang , Jing Liu

Understanding the relationship between figures and text is key to scientific document understanding. Medical figures in particular are quite complex, often consisting of several subfigures (75% of figures in our dataset), with detailed text…

Computer Vision and Pattern Recognition · Computer Science 2020-10-14 Sanjay Subramanian , Lucy Lu Wang , Sachin Mehta , Ben Bogin , Madeleine van Zuylen , Sravanthi Parasa , Sameer Singh , Matt Gardner , Hannaneh Hajishirzi

We present a dataset of 833k paragraphs extracted from CC-BY licensed scientific publications, classified into four categories: acknowledgments, data mentions, software/code mentions, and clinical trial mentions. The paragraphs are…

Computation and Language · Computer Science 2025-10-28 Eric Jeangirard

Scientific figure interpretation is a crucial capability for AI-driven scientific assistants built on advanced Large Vision Language Models. However, current datasets and benchmarks primarily focus on simple charts or other relatively…

In scholarly documents, figures provide a straightforward way of communicating scientific findings to readers. Automating figure caption generation helps move model understandings of scientific documents beyond text and will help authors…

Computer Vision and Pattern Recognition · Computer Science 2023-06-07 Zhishen Yang , Raj Dabre , Hideki Tanaka , Naoaki Okazaki

High throughput extraction and structured labeling of data from academic articles is critical to enable downstream machine learning applications and secondary analyses. We have embedded multimodal data curation into the academic publishing…

Computation and Language · Computer Science 2024-09-26 Jorge Abreu-Vicente , Hannah Sonntag , Thomas Eidens , Cassie S. Mitchell , Thomas Lemberger

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

Identifying the intent of a citation in scientific papers (e.g., background information, use of methods, comparing results) is critical for machine reading of individual publications and automated analysis of the scientific literature. We…

Computation and Language · Computer Science 2019-10-01 Arman Cohan , Waleed Ammar , Madeleine van Zuylen , Field Cady

Relevant information in documents is often summarized in tables, helping the reader to identify useful facts. Most benchmark datasets support either document layout analysis or table understanding, but lack in providing data to apply both…

Computation and Language · Computer Science 2023-02-14 Andrea Gemelli , Emanuele Vivoli , Simone Marinai

Most existing knowledge graphs (KGs) in academic domains suffer from problems of insufficient multi-relational information, name ambiguity and improper data format for large-scale machine processing. In this paper, we present AceKG, a new…

Information Retrieval · Computer Science 2018-08-08 Ruijie Wang , Yuchen Yan , Jialu Wang , Yuting Jia , Ye Zhang , Weinan Zhang , Xinbing Wang

The HuggingFace Datasets Hub hosts thousands of datasets, offering exciting opportunities for language model training and evaluation. However, datasets for a specific task type often have different schemas, making harmonization challenging.…

Computation and Language · Computer Science 2023-05-17 Damien Sileo

Figures visually represent an essential piece of information and provide an effective means to communicate scientific facts. Recently there have been many efforts toward extracting data directly from figures, specifically from tables,…

Information Retrieval · Computer Science 2023-07-13 Anurag Dhote , Mohammed Javed , David S Doermann

We present SciDraw-6K, a curated dataset of 6,291 scientific illustrations synthesized by Google Gemini image-generation models, each paired with prompts in eleven languages (English, Simplified Chinese, Traditional Chinese, Japanese,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Davie Chen

Recent years have witnessed increasing attention in cartoon media, powered by the strong demands of industrial applications. As the first step to understand this media, cartoon face recognition is a crucial but less-explored task with few…

Computer Vision and Pattern Recognition · Computer Science 2020-06-30 Yi Zheng , Yifan Zhao , Mengyuan Ren , He Yan , Xiangju Lu , Junhui Liu , Jia Li
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