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Recent advancements in large language models have sparked interest in utilizing them to aid the peer review process of scientific publication amid the peer review crisis. However, having AI models generate full reviews in the same way as…

Computation and Language · Computer Science 2026-04-03 Tianmai M. Zhang , Neil F. Abernethy

This study explores how generative artificial intelligence, specifically ChatGPT, can assist in the evaluation of laboratory reports in Experimental Physics. Two interaction modalities were implemented: an automated API-based evaluation and…

Physics Education · Physics 2026-03-24 Marcos Abreu , Álvaro Suárez , Cecilia Stari , Arturo C. Marti

This study explores how generative artificial intelligence, specifically ChatGPT, can assist in the evaluation of laboratory reports in Experimental Physics. Two interaction modalities were implemented: an automated API-based evaluation and…

Physics Education · Physics 2025-10-21 Marcos Abreu , Álvaro Suárez , Cecilia Stari , Arturo C. Marti

Crafting effective captions for figures is important. Readers heavily depend on these captions to grasp the figure's message. However, despite a well-developed set of AI technologies for figures and captions, these have rarely been tested…

Human-Computer Interaction · Computer Science 2024-03-27 Ting-Yao Hsu , Chieh-Yang Huang , Shih-Hong Huang , Ryan Rossi , Sungchul Kim , Tong Yu , C. Lee Giles , Ting-Hao K. Huang

Artificial intelligence (AI) has acquired notorious relevance in modern computing as it effectively solves complex tasks traditionally done by humans. AI provides methods to represent and infer knowledge, efficiently manipulate texts and…

Information Retrieval · Computer Science 2024-01-23 José de la Torre-López , Aurora Ramírez , José Raúl Romero

Peer review is fundamental to scientific research, but the growing volume of publications has intensified the challenges of this expertise-intensive process. While LLMs show promise in various scientific tasks, their potential to assist…

Computation and Language · Computer Science 2025-07-04 Zhijian Xu , Yilun Zhao , Manasi Patwardhan , Lovekesh Vig , Arman Cohan

We propose a learning analytics-based methodology for assessing the collaborative writing of humans and generative artificial intelligence. Framed by the evidence-centered design, we used elements of knowledge-telling, knowledge…

Human-Computer Interaction · Computer Science 2024-01-18 Yixin Cheng , Kayley Lyons , Guanliang Chen , Dragan Gasevic , Zachari Swiecki

This study introduces a novel software tool leveraging large language model (LLM) prompts, designed to automate the generation of academic articles from Python code a significant advancement in the fields of biomedical informatics and…

Human-Computer Interaction · Computer Science 2024-04-30 Jeremy R. Harper

The rapid growth of scientific literature has made manual extraction of structured knowledge increasingly impractical. To address this challenge, we introduce SCILIRE, a system for creating datasets from scientific literature. SCILIRE has…

Computation and Language · Computer Science 2026-03-16 Necva Bölücü , Jessica Irons , Changhyun Lee , Brian Jin , Maciej Rybinski , Huichen Yang , Andreas Duenser , Stephen Wan

Feedback is a critical component of the learning process, particularly in computer science education. This study investigates the quality of feedback generated by Large Language Models (LLMs), Small Language Models (SLMs), compared with…

Human-Computer Interaction · Computer Science 2026-01-21 Suqing Liu , Bogdan Simion , Christopher Eaton , Michael Liut

In this paper, we present the current progress of the project Verif.ai, an open-source scientific generative question-answering system with referenced and verified answers. The components of the system are (1) an information retrieval…

Information Retrieval · Computer Science 2024-04-11 Miloš Košprdić , Adela Ljajić , Bojana Bašaragin , Darija Medvecki , Nikola Milošević

Information retrieval (IR) and recommender systems (RS) have been employed for addressing search tasks executed during literature review and the overall scholarly communication lifecycle. Majority of the studies have concentrated on…

Information Retrieval · Computer Science 2016-09-07 Aravind Sesagiri Raamkumar , Schubert Foo , Natalie Pang

Peer review at AI conferences is stressed by rapidly rising submission volumes, leading to deteriorating review quality and increased author dissatisfaction. To address these issues, we developed Review Feedback Agent, a system leveraging…

Artificial Intelligence · Computer Science 2025-04-15 Nitya Thakkar , Mert Yuksekgonul , Jake Silberg , Animesh Garg , Nanyun Peng , Fei Sha , Rose Yu , Carl Vondrick , James Zou

The escalating volume of academic research, coupled with a shortage of qualified reviewers, necessitates innovative approaches to peer review. In this work, we propose: 1. ReviewEval, a comprehensive evaluation framework for AI-generated…

Computation and Language · Computer Science 2025-05-27 Madhav Krishan Garg , Tejash Prasad , Tanmay Singhal , Chhavi Kirtani , Murari Mandal , Dhruv Kumar

Scientific peer review faces mounting strain as submission volumes surge, making it increasingly difficult to sustain review quality, consistency, and timeliness. Recent advances in AI have led the community to consider its use in peer…

Scientific innovation relies on detailed workflows, which include critical steps such as analyzing literature, generating ideas, validating these ideas, interpreting results, and inspiring follow-up research. However, scientific…

Computation and Language · Computer Science 2024-06-11 Xingjian Zhang , Yutong Xie , Jin Huang , Jinge Ma , Zhaoying Pan , Qijia Liu , Ziyang Xiong , Tolga Ergen , Dongsub Shim , Honglak Lee , Qiaozhu Mei

Recent Text-to-Image (T2I) generation models such as Stable Diffusion and Imagen have made significant progress in generating high-resolution images based on text descriptions. However, many generated images still suffer from issues such as…

Literature research, vital for scientific work, faces the challenge of surging information volumes exceeding researchers' processing capabilities. We present an automated review generation method based on large language models (LLMs) to…

Computation and Language · Computer Science 2025-05-02 Shican Wu , Xiao Ma , Dehui Luo , Lulu Li , Xiangcheng Shi , Xin Chang , Xiaoyun Lin , Ran Luo , Chunlei Pei , Changying Du , Zhi-Jian Zhao , Jinlong Gong

Peer review in software engineering research operates under tight time constraints, while generative AI has substantially reduced the human effort required to produce polished research narratives. Reviewer attention is often spent on…

Software Engineering · Computer Science 2026-04-21 Christoph Treude , Christopher M. Poskitt , Rashina Hoda

As distance learning becomes increasingly important and artificial intelligence tools continue to advance, automated systems for individual learning have attracted significant attention. However, the scarcity of open-source online tools…