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The complexity of code reviews has driven efforts to automate review comments, but prior approaches oversimplify this task by treating it as snippet-level code-to-text generation and relying on text similarity metrics like BLEU for…

Software Engineering · Computer Science 2025-05-29 Junyi Lu , Lili Jiang , Xiaojia Li , Jianbing Fang , Fengjun Zhang , Li Yang , Chun Zuo

Empirical research on code review processes is increasingly central to understanding software quality and collaboration. However, collecting and analyzing review data remains a time-consuming and technically intensive task. Most researchers…

Software Engineering · Computer Science 2025-10-07 Samah Kansab , Francis Bordeleau , Ali Tizghadam

Recent autonomous AI agents such as Codex, and Claude Code have made it increasingly practical for users to delegate complex tasks, including writing emails, executing code, issuing shell commands, and carrying out multi-step plans.…

Human-Computer Interaction · Computer Science 2026-04-21 Haomin Zhuang , Hanwen Xing , Xiangliang Zhang

Literature reviews are an essential component of scientific research, but they remain time-intensive and challenging to write, especially due to the recent influx of research papers. This paper explores the zero-shot abilities of recent…

The escalating volume of academic literature presents a formidable challenge in staying updated with the newest research developments. Addressing this, this study introduces a pioneering AI-based tool, configured specifically to streamline…

Digital Libraries · Computer Science 2024-03-01 Seyed Mohammad Ali Jafari

Systematic review (SR) is a popular research method in software engineering (SE). However, conducting an SR takes an average of 67 weeks. Thus, automating any step of the SR process could reduce the effort associated with SRs. Our objective…

Computation and Language · Computer Science 2024-05-09 Aleksi Huotala , Miikka Kuutila , Paul Ralph , Mika Mäntylä

The exponential growth of scientific production makes secondary literature abridgements increasingly demanding. We introduce a new open-source framework for systematic reviews that significantly reduces time and workload for collecting and…

Digital Libraries · Computer Science 2022-02-24 Angelo D'Ambrosio , Hajo Grundmann , Tjibbe Donker

We present an open-source pipeline for generating a \emph{living review} of artificial intelligence (AI) and machine learning (ML) applications in accelerator physics and technologies. Traditional review articles provide static snapshots…

Accelerator Physics · Physics 2025-10-14 Adnan Ghribi

Autonomous multimodal language models are rapidly evolving into web agents that can browse, click, and purchase items on behalf of users, posing a threat to display advertising designed for human eyes. Yet little is known about how these…

Information Retrieval · Computer Science 2025-11-13 Joel Nitu , Heidrun Mühle , Andreas Stöckl

The rapid rise of large language models has shifted user search behavior from discrete keywords to natural-language, multi-constraint queries--a shift existing e-commerce search architectures struggle to accommodate. Users face a dilemma:…

Information Retrieval · Computer Science 2026-05-13 Lei Wang , Jinhang Wu , Zhibin Wang , Biye Li

Systematic reviews traditionally have taken considerable amounts of human time and energy to complete, in part due to the extensive number of titles and abstracts that must be reviewed for potential inclusion. Recently, researchers have…

Computation and Language · Computer Science 2026-03-27 Kweku Yamoah , Noah Schroeder , Emmanuel Dorley , Neha Rani , Caleb Schutz

As LLMs shift toward autonomous agents, Deep Research has emerged as a pivotal metric. However, existing academic benchmarks like BrowseComp often fail to meet real-world demands for open-ended research, which requires robust skills in…

We enhance the autonomy of the continuous active learning method shown by Cormack and Grossman (SIGIR 2014) to be effective for technology-assisted review, in which documents from a collection are retrieved and reviewed, using relevance…

Information Retrieval · Computer Science 2015-04-28 Gordon V. Cormack , Maura R. Grossman

This paper presents our system developed for the SemEval-2025 Task 5: LLMs4Subjects: LLM-based Automated Subject Tagging for a National Technical Library's Open-Access Catalog. Our system relies on prompting a selection of LLMs with varying…

Computation and Language · Computer Science 2025-08-15 Lisa Kluge , Maximilian Kähler

Large language models are increasingly used for qualitative data analysis, but many workflows obscure how analytic conclusions are produced. We present QualAnalyzer, an open-source Chrome extension for Google Workspace that supports…

Artificial Intelligence · Computer Science 2026-04-07 Max Hao Lu , Ryan Ellegood , Rony Rodriguez-Ramirez , Sophia Blumert

The integration of Large Language Models (LLMs) into browser extensions has revolutionized web browsing, enabling sophisticated functionalities like content summarization, intelligent translation, and context-aware writing assistance.…

Software Engineering · Computer Science 2025-07-09 Xuanqi Gao , Juan Zhai , Shiqing Ma , Siyi Xie , Chao Shen

As Large Language Models (LLMs) become increasingly integrated into real-world, autonomous applications, relying on static, pre-annotated references for evaluation poses significant challenges in cost, scalability, and completeness. We…

Computation and Language · Computer Science 2025-06-23 Sher Badshah , Ali Emami , Hassan Sajjad

Scoping reviews, a type of literature review, require intensive human effort to screen large numbers of scholarly sources for their relevance to the review objectives. This manuscript introduces GPTscreenR, a package for the R statistical…

Computation and Language · Computer Science 2023-11-15 David Wilkins

Despite a growing ecosystem of tools supporting Systematic Literature Reviews (SLRs), integrating them into user-friendly workflows remains challenging. The Streamlined Workflow for Automating Machine-Actionable Systematic Literature…

Digital Libraries · Computer Science 2026-03-06 Tim Wittenborg , Allard Oelen , Manuel Prinz

In the evolving landscape of clinical informatics, the integration and utilization of software tools developed through governmental funding represent a pivotal advancement in research and application. However, the dispersion of these tools…

Digital Libraries · Computer Science 2024-03-28 Jeremy R. Harper