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Academic writing is an indispensable yet laborious part of the research enterprise. This Perspective maps out principles and methods for using generative artificial intelligence (AI), specifically large language models (LLMs), to elevate…

Computers and Society · Computer Science 2026-04-07 Zhicheng Lin

We propose Sci2Pol-Bench and Sci2Pol-Corpus, the first benchmark and training dataset for evaluating and fine-tuning large language models (LLMs) on policy brief generation from a scientific paper. We build Sci2Pol-Bench on a five-stage…

Computational Engineering, Finance, and Science · Computer Science 2026-02-20 Weimin Wu , Alexander C. Furnas , Eddie Yang , Gefei Liu , Akhil Pandey Akella , Xuefeng Song , Dashun Wang , Han Liu

Science journalism refers to the task of reporting technical findings of a scientific paper as a less technical news article to the general public audience. We aim to design an automated system to support this real-world task (i.e.,…

Computation and Language · Computer Science 2023-10-24 Ronald Cardenas , Bingsheng Yao , Dakuo Wang , Yufang Hou

In this technical report, we introduce Effidit (Efficient and Intelligent Editing), a digital writing assistant that facilitates users to write higher-quality text more efficiently by using artificial intelligence (AI) technologies.…

Computation and Language · Computer Science 2022-08-05 Shuming Shi , Enbo Zhao , Duyu Tang , Yan Wang , Piji Li , Wei Bi , Haiyun Jiang , Guoping Huang , Leyang Cui , Xinting Huang , Cong Zhou , Yong Dai , Dongyang Ma

Foundation models are increasingly used in scientific research, but evaluating AI-generated scientific work remains challenging. While expert reviews are costly, large language models (LLMs) as proxy reviewers have proven to be unreliable.…

Computers and Society · Computer Science 2025-03-11 Niklas Höpner , Leon Eshuijs , Dimitrios Alivanistos , Giacomo Zamprogno , Ilaria Tiddi

The rapid growth of academic literature makes the manual creation of scientific surveys increasingly infeasible. While large language models show promise for automating this process, progress in this area is hindered by the absence of…

Computation and Language · Computer Science 2026-05-05 Weihang Su , Anzhe Xie , Qingyao Ai , Jianming Long , Xuanyi Chen , Jiaxin Mao , Ziyi Ye , Yiqun Liu

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

Written reflective practice is a regular exercise pre-service teachers perform during their higher education. Usually, their lecturers are expected to provide individual feedback, which can be a challenging task to perform on a regular…

Recently, generative AIs like ChatGPT have become available to the wide public. These tools can for instance be used by students to generate essays or whole theses. But how does a teacher know whether a text is written by a student or an…

Computation and Language · Computer Science 2023-11-14 Lorenz Mindner , Tim Schlippe , Kristina Schaaff

In scientific research, ``limitations'' refer to the shortcomings, constraints, or weaknesses of a study. A transparent reporting of such limitations can enhance the quality and reproducibility of research and improve public trust in…

Digital Libraries · Computer Science 2025-09-23 Ibrahim Al Azher , Miftahul Jannat Mokarrama , Zhishuai Guo , Sagnik Ray Choudhury , Hamed Alhoori

The peer review process is fundamental to scientific progress, determining which papers meet the quality standards for publication. Yet, the rapid growth of scholarly production and increasing specialization in knowledge areas strain…

Computation and Language · Computer Science 2024-12-17 Nicolas Bougie , Narimasa Watanabe

Individual feedback can help students improve their essay writing skills. However, the manual effort required to provide such feedback limits individualization in practice. Automatically-generated essay feedback may serve as an alternative…

Computation and Language · Computer Science 2024-04-25 Maja Stahl , Leon Biermann , Andreas Nehring , Henning Wachsmuth

Peer review is a critical component of scientific progress in the fields like AI, but the rapid increase in submission volume has strained the reviewing system, which inevitably leads to reviewer shortages and declines review quality.…

Computation and Language · Computer Science 2026-03-16 Daoze Zhang , Zhijian Bao , Sihang Du , Zhiyi Zhao , Kuangling Zhang , Dezheng Bao , Yang Yang

Primary care professionals struggle to keep up to date with the latest scientific literature critical in guiding evidence-based practice related to their daily work. To help solve the above-mentioned problem, we employed generative…

Computation and Language · Computer Science 2023-08-01 Gregor Stiglic , Leon Kopitar , Lucija Gosak , Primoz Kocbek , Zhe He , Prithwish Chakraborty , Pablo Meyer , Jiang Bian

Large Language Models (LLMs) are increasingly embedded in academic writing practices. Although numerous studies have explored how researchers employ these tools for scientific writing, their concrete implementation, limitations, and design…

Human-Computer Interaction · Computer Science 2025-12-15 Brenda Nogueira , Werner Geyer , Andrew Anderson , Toby Jia-Jun Li , Dongwhi Kim , Nuno Moniz , Nitesh V. Chawla

Effective feedback is essential for fostering students' success in scientific inquiry. With advancements in artificial intelligence, large language models (LLMs) offer new possibilities for delivering instant and adaptive feedback. However,…

Artificial Intelligence · Computer Science 2025-02-19 Kathrin Seßler , Arne Bewersdorff , Claudia Nerdel , Enkelejda Kasneci

Automatic question generation is a critical task that involves evaluating question quality by considering factors such as engagement, pedagogical value, and the ability to stimulate critical thinking. These aspects require human-like…

Computation and Language · Computer Science 2025-03-26 Aniket Deroy , Subhankar Maity , Sudeshna Sarkar

How much large language models (LLMs) can aid scientific discovery, notably in assisting academic peer review, is in heated debate. Between a literature digest and a human-comparable research assistant lies their practical application…

Computation and Language · Computer Science 2025-08-19 Tianyi Li , Yu Qin , Olivia R. Liu Sheng

Feedback is important in supporting student learning. While various automated feedback systems have been implemented to make the feedback scalable, many existing solutions only focus on generating text-based feedback. As is indicated in the…

Human-Computer Interaction · Computer Science 2025-10-03 Chloe Qianhui Zhao , Jie Cao , Eason Chen , Kenneth R. Koedinger , Jionghao Lin

Many recent advances in natural language generation have been fueled by training large language models on internet-scale data. However, this paradigm can lead to models that generate toxic, inaccurate, and unhelpful content, and automatic…