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Related papers: ScholaWrite: A Dataset of End-to-End Scholarly Wri…

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Scholarly writing presents a complex space that generally follows a methodical procedure to plan and produce both rationally sound and creative compositions. Recent works involving large language models (LLM) demonstrate considerable…

Computation and Language · Computer Science 2023-04-04 Ryan Koo , Anna Martin , Linghe Wang , Dongyeop Kang

Synthesizing knowledge from large document collections is a critical yet increasingly complex aspect of qualitative research and knowledge work. While AI offers automation potential, effectively integrating it into human-centric sensemaking…

Human-Computer Interaction · Computer Science 2026-02-06 Runlong Ye , Patrick Yung Kang Lee , Matthew Varona , Oliver Huang , Carolina Nobre

Despite AI tools becoming increasingly embedded in academic practice, little is known about how university students integrate them into their writing processes. We examine how students engage with AI across different writing tasks, and how…

Human-Computer Interaction · Computer Science 2026-04-29 Silvia Bodei , Duncan P. Brumby , Katie Fisher , Jon Mella

Scientific writing is an iterative process that generates rich revision traces, yet publicly available resources typically expose only final or near-final versions of papers. This limits empirical study of revision behaviour and evaluation…

Computation and Language · Computer Science 2026-03-31 Léane Jourdan , Julien Aubert-Béduchaud , Yannis Chupin , Marah Baccari , Florian Boudin

Writing is a complex non-linear process that begins with a mental model of intent, and progresses through an outline of ideas, to words on paper (and their subsequent refinement). Despite past research in understanding writing, Web-scale…

Human-Computer Interaction · Computer Science 2020-08-20 Bahareh Sarrafzadeh , Sujay Kumar Jauhar , Michael Gamon , Edward Lank , Ryen White

People frequently use speech-to-text systems to compose short texts with voice. However, current voice-based interfaces struggle to support composing more detailed, contextually complex texts, especially in scenarios where users are on the…

Human-Computer Interaction · Computer Science 2025-08-07 Hamza El Alaoui , Atieh Taheri , Yi-Hao Peng , Jeffrey P. Bigham

Writing-to-learn initiatives such as Writing Across the Curriculum or Writing in the Disciplines occupy the center of writing programs nationwide. Nevertheless, research to support the core of the writing-to-learn philosophy--that the…

Physics Education · Physics 2007-05-23 Lisa M. Hermsen , Scott V. Franklin

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…

Computation and Language · Computer Science 2024-02-20 Anna Martin-Boyle , Aahan Tyagi , Marti A. Hearst , Dongyeop Kang

As AI tools become increasingly common for research ideation, robust evaluation is critical to ensure the validity and usefulness of generated ideas. We introduce ScholarEval, a retrieval augmented evaluation framework that assesses…

While Large Language Models (LLMs) are reshaping the paradigm of AI for Social Science (AI4SS), rigorously evaluating their capabilities in scholarly writing remains a major challenge. Existing benchmarks largely emphasize single-shot,…

Computation and Language · Computer Science 2026-02-18 Houping Yue , Zixiang Di , Mei Jiang , Bingdong Li , Hao Hao , Yu Song , Bo Jiang , Aimin Zhou

Writing is a complex process at the center of much of modern human activity. Despite it appears to be a linear process, writing conceals many highly non-linear processes. Previous research has focused on three phases of writing: planning,…

Computation and Language · Computer Science 2024-01-25 Donald Ruggiero Lo Sardo , Pietro Gravino , Christine Cuskley , Vittorio Loreto

This study presents WriteFlow, an AI voice-based writing assistant designed to support reflective academic writing through goal-oriented interaction. Academic writing involves iterative reflection and evolving goal regulation, yet prior…

Human-Computer Interaction · Computer Science 2026-04-20 Yueling Fan , Richard Lee Davis , Olga Viberg

Scientific writing involves retrieving, summarizing, and citing relevant papers, which can be time-consuming processes in large and rapidly evolving fields. By making these processes inter-operable, natural language processing (NLP)…

Computation and Language · Computer Science 2023-11-07 Nianlong Gu , Richard H. R. Hahnloser

The rapid development of Large Language Models (LLMs) has facilitated a variety of applications from different domains. In this technical report, we explore the integration of LLMs and the popular academic writing tool, Overleaf, to enhance…

Computation and Language · Computer Science 2024-03-18 Haomin Wen , Zhenjie Wei , Yan Lin , Jiyuan Wang , Yuxuan Liang , Huaiyu Wan

A manuscript's writing style is central in determining its readership, influence, and impact. Past research has shown that, in many cases, scholars present a unique writing style that is manifested in their manuscripts. In this work, we…

Digital Libraries · Computer Science 2023-05-09 Teddy Lazebnik , Ariel Rosenfeld

Enhancing word usage is a desired feature for writing assistance. To further advance research in this area, this paper introduces "Smart Word Suggestions" (SWS) task and benchmark. Unlike other works, SWS emphasizes end-to-end evaluation…

Computation and Language · Computer Science 2023-05-18 Chenshuo Wang , Shaoguang Mao , Tao Ge , Wenshan Wu , Xun Wang , Yan Xia , Jonathan Tien , Dongyan Zhao

With the recent advances of large language models (LLMs), it is no longer infeasible to build an automated debate system that helps people to synthesise persuasive arguments. Previous work attempted this task by integrating multiple…

Computation and Language · Computer Science 2024-08-21 Hao Li , Yuping Wu , Viktor Schlegel , Riza Batista-Navarro , Tharindu Madusanka , Iqra Zahid , Jiayan Zeng , Xiaochi Wang , Xinran He , Yizhi Li , Goran Nenadic

Recent writing assistants are increasingly shifting from passive, prompt-driven interaction to proactive, suggestion-based completion, which integrates localized continuations into the writing flow and reduces coordination burden. However,…

Human-Computer Interaction · Computer Science 2026-05-25 Youqing Fang , Yinhao Tang , Yanan Sun , Jiangning Liu , Ziyi Wang , Xun Zhao , Bin Liu , Weiming Zhang , Kuikun Liu , Wenwei Zhang , Kai Chen

The exponential growth of machine learning submissions has strained the traditional peer review process, resulting in slow feedback loops for authors and an immense burden on reviewers to rigorously audit technical soundness and verify…

Multiagent Systems · Computer Science 2026-05-12 Palash Goyal , Mihir Parmar , Yiwen Song , Hamid Palangi , Tomas Pfister , Jinsung Yoon

Interpretive scholars generate knowledge from text corpora by manually sampling documents, applying codes, and refining and collating codes into categories until meaningful themes emerge. Given a large corpus, machine learning could help…

Human-Computer Interaction · Computer Science 2022-08-15 Matt-Heun Hong , Lauren A. Marsh , Jessica L. Feuston , Janet Ruppert , Jed R. Brubaker , Danielle Albers Szafir
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