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Effectively engaging the public with science is vital for fostering trust and understanding in our scientific community. Yet, with an ever-growing volume of information, science communicators struggle to anticipate how audiences will…

Computation and Language · Computer Science 2025-07-24 Jiaxin Pei , Dustin Wright , Isabelle Augenstein , David Jurgens

This study investigates how YouTube content creators utilize scientific evidence in videos. Log-linear regression examines the influence of alternative communication channels on video creators in Biotechnology, using data from 81,302 papers…

Digital Libraries · Computer Science 2026-01-22 Pablo Dorta-González , María Isabel Dorta-González

Natural language descriptions sometimes accompany visualizations to better communicate and contextualize their insights, and to improve their accessibility for readers with disabilities. However, it is difficult to evaluate the usefulness…

Human-Computer Interaction · Computer Science 2021-10-12 Alan Lundgard , Arvind Satyanarayan

Opinions in scientific research papers can be divergent, leading to controversies among reviewers. However, most existing datasets for opinion summarization are centered around product reviews and assume that the analyzed opinions are…

Computation and Language · Computer Science 2024-06-18 Qi Zeng , Mankeerat Sidhu , Ansel Blume , Hou Pong Chan , Lu Wang , Heng Ji

Lectures are a learning experience for both students and teachers. Students learn from teachers about the subject material, while teachers learn from students about how to refine their instruction. However, online student feedback is…

Computation and Language · Computer Science 2023-06-16 Rose E. Wang , Pawan Wirawarn , Noah Goodman , Dorottya Demszky

We present a novel human annotated dataset for evaluating the ability for visual-language models to generate both short and long descriptions for real-world video clips, termed DeVAn (Dense Video Annotation). The dataset contains 8.5K…

Computer Vision and Pattern Recognition · Computer Science 2024-08-12 Tingkai Liu , Yunzhe Tao , Haogeng Liu , Qihang Fan , Ding Zhou , Huaibo Huang , Ran He , Hongxia Yang

Public discourse around climate change remains polarized despite scientific consensus on anthropogenic climate change (ACC). This study examines how "believers" and "skeptics" of ACC differ in their YouTube comment discourse. We analyzed…

Social and Information Networks · Computer Science 2026-05-27 Yuheun Kim , Qiaoyi Liu , Jeff Hemsley

We introduce a new classification task for scientific statements and release a large-scale dataset for supervised learning. Our resource is derived from a machine-readable representation of the arXiv.org collection of preprint articles. We…

Computation and Language · Computer Science 2025-03-21 Deyan Ginev , Bruce R. Miller

Rapid and efficient assessment of the future impact of research articles is a significant concern for both authors and reviewers. The most common standard for measuring the impact of academic papers is the number of citations. In recent…

Computation and Language · Computer Science 2025-03-28 Qichen Sun , Yuxing Lu , Kun Xia , Li Chen , He Sun , Jinzhuo Wang

Large language models (LLMs) present a promising yet challenging frontier for automated source citation in scientific communication. Previous approaches to citation generation have been limited by citation ambiguity and LLM…

Computation and Language · Computer Science 2025-04-14 Yash Saxena , Deepa Tilwani , Ali Mohammadi , Edward Raff , Amit Sheth , Srinivasan Parthasarathy , Manas Gaur

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

Computation and Language · Computer Science 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang

Deep learning has had a great impact on various fields of computer science by enabling data-driven representation learning in a decade. Because science and technology policy decisions for a nation can be made on the impact of each…

Digital Libraries · Computer Science 2025-03-19 Keiichi Ochiai , Yutaka Matsuo

Online product reviews are a valuable resource for product developers to improve the design of their products. Yet, the potential value of customer feedback to improve the sustainability performance of products is still to be exploited. The…

Computers and Society · Computer Science 2022-02-16 Michael Saidani , Harrison Kim , Nawres Ayadhi , Bernard Yannou

This paper presents a comprehensive survey of sentiment analysis methods for movie reviews, a benchmark task that has played a central role in advancing natural language processing. We review the evolution of techniques from early…

Information Theory · Computer Science 2026-01-15 Agnivo Gosai , Shuvodeep De , Karun Thankachan , Ramadan A. ZeinEldin , Ali W. Mohamed , Seyed J. Mousavirad

There are many on-line settings in which users publicly express opinions. A number of these offer mechanisms for other users to evaluate these opinions; a canonical example is Amazon.com, where reviews come with annotations like "26 of 32…

Computation and Language · Computer Science 2009-06-24 Cristian Danescu-Niculescu-Mizil , Gueorgi Kossinets , Jon Kleinberg , Lillian Lee

Is aesthetic impact different from beauty? Is visual salience a reflection of its capacity for effective communication? We present Impressions, a novel dataset through which to investigate the semiotics of images, and how specific visual…

Computer Vision and Pattern Recognition · Computer Science 2023-10-30 Julia Kruk , Caleb Ziems , Diyi Yang

Scientific results are communicated visually in the literature through diagrams, visualizations, and photographs. These information-dense objects have been largely ignored in bibliometrics and scientometrics studies when compared to…

Social and Information Networks · Computer Science 2016-05-30 Po-shen Lee , Jevin D. West , Bill Howe

Collaboration is the defining mode of modern science, yet its core mechanism -- feedback -- remains hard to observe, difficult to scale, and unequally distributed. Here we test whether large language models (LLMs) can contribute to this…

Physics and Society · Physics 2026-05-26 Binglu Wang , Weixin Liang , Jiahui Xue , Yuhui Zhang , Hancheng Cao , Dashun Wang , Yian Yin

YouTube is a valuable source of user-generated content on a wide range of topics, and it encourages user participation through the use of a comment system. Video content is increasingly addressing scientific topics, and there is evidence…

Computers and Society · Computer Science 2024-05-22 Sören Striewski , Olga Zagovora , Isabella Peters

Automatic literature review generation is one of the most challenging tasks in natural language processing. Although large language models have tackled literature review generation, the absence of large-scale datasets has been a stumbling…

Computation and Language · Computer Science 2023-05-25 Tetsu Kasanishi , Masaru Isonuma , Junichiro Mori , Ichiro Sakata
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