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ELOQUENT is a set of shared tasks that aims to create easily testable high-level criteria for evaluating generative language models. Sensemaking is one such shared task. In Sensemaking, we try to assess how well generative models ``make…

计算与语言 · 计算机科学 2025-07-17 Pavel Šindelář , Ondřej Bojar

The proliferation of scientific literature presents an increasingly significant challenge for researchers. While Large Language Models (LLMs) offer promise, existing tools often provide verbose summaries that risk replacing, rather than…

人工智能 · 计算机科学 2025-09-26 Paris Koloveas , Serafeim Chatzopoulos , Thanasis Vergoulis , Christos Tryfonopoulos

The pace of scientific research, vital for improving human life, is complex, slow, and needs specialized expertise. Meanwhile, novel, impactful research often stems from both a deep understanding of prior work, and a cross-pollination of…

计算与语言 · 计算机科学 2025-02-11 Jinheon Baek , Sujay Kumar Jauhar , Silviu Cucerzan , Sung Ju Hwang

The rise of AI, especially Large Language Models, presents challenges and opportunities to integrate such technology into the classroom. AI has the potential to revolutionize education by helping teaching staff with various tasks, such as…

人机交互 · 计算机科学 2025-07-01 Jarne Thys , Sebe Vanbrabant , Davy Vanacken , Gustavo Rovelo Ruiz

The rapid growth of scientific literature makes it challenging for researchers to identify novel and impactful ideas, especially across disciplines. Modern artificial intelligence (AI) systems offer new approaches, potentially inspiring…

人工智能 · 计算机科学 2025-01-09 Xuemei Gu , Mario Krenn

Numerous AI-assisted scholarly applications have been developed to aid different stages of the research process. We present an analysis of AI-assisted scholarly writing generated with ScholaCite, a tool we built that is designed for…

计算与语言 · 计算机科学 2024-02-20 Anna Martin-Boyle , Aahan Tyagi , Marti A. Hearst , Dongyeop Kang

In online learning environments, students often lack personalized peer interactions, which are crucial for cognitive development and learning engagement. Although previous studies have employed large language models (LLMs) to simulate…

计算机与社会 · 计算机科学 2026-01-08 Xian Gao , Zongyun Zhang , Ting Liu , Yuzhuo Fu

The development of synthesis procedures remains a fundamental challenge in materials discovery, with procedural knowledge scattered across decades of scientific literature in unstructured formats that are challenging for systematic…

Effectively assimilating and integrating reviewer feedback is crucial for researchers seeking to refine their papers and handle potential rebuttal phases in academic venues. However, traditional review digestion processes present challenges…

人机交互 · 计算机科学 2025-08-22 Yuansong Xu , Shuhao Zhang , Yijie Fan , Shaohan Shi , Zhenhui Peng , Quan Li

Artificial intelligence (AI) tools are being incorporated into scientific research workflows with the potential to enhance efficiency in tasks such as document analysis, question answering (Q&A), and literature search. However, system…

人工智能 · 计算机科学 2026-05-13 Anthea Dathe , Kiran Hoffmann , Aline Mangold

The exponential growth of scientific literature requires effective management and extraction of valuable insights. While existing scientific search engines excel at delivering search results based on relational databases, they often neglect…

Teachers face growing pressure to integrate AI tools into their classrooms, yet are rarely positioned as agentic decision-makers in this process. Understanding the criteria teachers use to evaluate AI tools, and the conditions that support…

人机交互 · 计算机科学 2026-04-02 Dorottya Demszky , Christopher Mah , Helen Higgins

The exponential increase in academic publications has made it increasingly difficult for researchers to remain up to date and systematically synthesize knowledge scattered across vast and fragmented research domains. Literature reviews,…

数字图书馆 · 计算机科学 2025-06-12 Kiran Sharmaa , Parul Khurana , Ziya Uddina

While large language models (LLMs) have transformed AI agents into proficient executors of computational materials science, performing a hundred simulations does not make a researcher. What distinguishes research from routine execution is…

计算物理 · 物理学 2026-03-16 Haonan Huang

Systematic literature review (SLR) is foundational to evidence-based research, enabling scholars to identify, classify, and synthesize existing studies to address specific research questions. Conducting an SLR is, however, largely a manual…

The automation of scientific discovery represents a critical milestone in Artificial Intelligence (AI) research. However, existing agentic systems for science suffer from two fundamental limitations: rigid, pre-programmed workflows that…

人工智能 · 计算机科学 2025-10-20 Ed Li , Junyu Ren , Xintian Pan , Cat Yan , Chuanhao Li , Dirk Bergemann , Zhuoran Yang

Knowledge workers often need to extract and analyze information from a collection of documents to solve complex information tasks in the workplace, e.g., hiring managers reviewing resumes or analysts assessing risk in contracts. However,…

人机交互 · 计算机科学 2024-05-03 Raymond Fok , Nedim Lipka , Tong Sun , Alexa Siu

Intelligence analysts perform sensemaking over collections of documents using various visual and analytic techniques to gain insights from large amounts of text. As data scales grow, our work explores how to leverage two AI technologies,…

人机交互 · 计算机科学 2025-10-13 Adam Coscia , Alex Endert

Navigating the vast and rapidly increasing sea of academic publications to identify institutional synergies, benchmark research contributions and pinpoint key research contributions has become an increasingly daunting task, especially with…

数字图书馆 · 计算机科学 2025-09-09 Moritz Staudinger , Wojciech Kusa , Matteo Cancellieri , David Pride , Petr Knoth , Allan Hanbury

Sensemaking on a large collection of documents (corpus) is a challenging task often found in fields such as market research, legal studies, intelligence analysis, political science, computational linguistics, etc. Previous works approach…

人机交互 · 计算机科学 2025-08-13 Sam Yu-Te Lee , Kwan-Liu Ma