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Code review is a widespread practice to improve software quality and transfer knowledge. It is often seen as time-consuming due to the need for manual effort and potential delays. Several AI-assisted tools, such as Qodo, GitHub Copilot, and…

Online interactions and e-commerce are commonplace among BLV users. Despite the implementation of web accessibility standards, many e-commerce platforms continue to present challenges to screen reader users, particularly in areas like…

Human-Computer Interaction · Computer Science 2025-04-23 Yaman Yu , Bektur Ryskeldiev , Ayaka Tsutsui , Matthew Gillingham , Yang Wang

The rapidly growing popularity of adopting Artificial Intelligence (AI), and specifically Large Language Models (LLMs), is having a widespread impact throughout society, including the academic domain. AI-supported research has the potential…

Artificial Intelligence · Computer Science 2025-12-19 Allard Oelen , Sören Auer

In the medical domain, a Systematic Literature Review (SLR) attempts to collect all empirical evidence, that fit pre-specified eligibility criteria, in order to answer a specific research question. The process of preparing an SLR consists…

Information Retrieval · Computer Science 2020-11-20 Athanasios Lagopoulos , Grigorios Tsoumakas

Introduction: Recent work suggests large language models (LLMs) can accelerate screening, but prior evaluations focus on earlier LLMs, standardized Cochrane reviews, single-model setups, and accuracy as the primary metric, leaving…

Information Retrieval · Computer Science 2025-12-24 Kian Godhwani , David Benrimoh

Systematic reviews are crucial for evidence-based medicine as they comprehensively analyse published research findings on specific questions. Conducting such reviews is often resource- and time-intensive, especially in the screening phase,…

Information Retrieval · Computer Science 2024-02-02 Shuai Wang , Harrisen Scells , Shengyao Zhuang , Martin Potthast , Bevan Koopman , Guido Zuccon

As software projects become increasingly complex, the volume and variety of issues in code files have grown substantially. Addressing this challenge requires efficient issue detection, resolution, and evaluation tools. This paper presents…

Software Engineering · Computer Science 2025-09-15 Seyed Moein Abtahi , Akramul Azim

Aim. There are 10s of thousands of code review comments each week at Meta. We developed Metamate for Code Review (MetaMateCR) that provides AI-assisted fixes for reviewer comments in production at scale. Method. We developed an internal…

Medical systematic reviews can be very costly and resource intensive. We explore how Large Language Models (LLMs) can support and be trained to perform literature screening when provided with a detailed set of selection criteria.…

Computation and Language · Computer Science 2023-08-15 Ambrose Robinson , William Thorne , Ben P. Wu , Abdullah Pandor , Munira Essat , Mark Stevenson , Xingyi Song

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…

Code review is central to software engineering education but hard to scale in capstone projects due to tight deadlines, uneven peer feedback, and limited prior experience. We investigate an LLM-as-reviewer integrated directly into GitHub…

Software Engineering · Computer Science 2026-04-28 Eduardo Oliveira , Michael Fu , Patanamon Thongtanunam , Sonsoles López-Pernas , Mohammed Saqr

Large Language Models (LLMs) powered with argentic capabilities are able to do knowledge-intensive tasks without human involvement. A prime example of this tool is Deep research with the capability to browse the web, extract information and…

Computation and Language · Computer Science 2025-10-03 Israel Abebe Azime , Tadesse Destaw Belay , Atnafu Lambebo Tonja

Automatic reviewing helps handle a large volume of papers, provides early feedback and quality control, reduces bias, and allows the analysis of trends. We evaluate the alignment of automatic paper reviews with human reviews using an arena…

Systematic reviews (SRs) are essential for evidence-based guidelines but are often limited by the time-consuming nature of literature screening. We propose and evaluate an in-house system based on Large Language Models (LLMs) for automating…

Computation and Language · Computer Science 2025-05-13 Fouad Trad , Ryan Yammine , Jana Charafeddine , Marlene Chakhtoura , Maya Rahme , Ghada El-Hajj Fuleihan , Ali Chehab

Modern web test automation frameworks rely heavily on CSS selectors, XPath expressions, and visible text labels to locate UI elements. These locators are inherently brittle -- when web applications update their DOM structure or class names,…

Software Engineering · Computer Science 2026-03-24 Renjith Nelson Joseph

This paper describes the design, implementation, and evaluation of a browser extension that provides contextual help to users who hover over technological acronyms and abbreviations on web pages. The extension combines a curated technical…

Information Retrieval · Computer Science 2026-03-19 Christos Koutsiaris

Understanding code is challenging, especially when working in new and complex development environments. Code comments and documentation can help, but are typically scarce or hard to navigate. Large language models (LLMs) are revolutionizing…

Software Engineering · Computer Science 2024-01-18 Daye Nam , Andrew Macvean , Vincent Hellendoorn , Bogdan Vasilescu , Brad Myers

Tool-Integrated Reasoning (TIR) with search engines enables large language models to iteratively retrieve up-to-date external knowledge, enhancing adaptability and generalization in complex question-answering tasks. However, existing search…

Computation and Language · Computer Science 2025-11-18 Yaocheng Zhang , Haohuan Huang , Zijun Song , Yuanheng Zhu , Qichao Zhang , Zijie Zhao , Dongbin Zhao

We present OpenReviewer, an open-source system for generating high-quality peer reviews of machine learning and AI conference papers. At its core is Llama-OpenReviewer-8B, an 8B parameter language model specifically fine-tuned on 79,000…

Artificial Intelligence · Computer Science 2025-03-19 Maximilian Idahl , Zahra Ahmadi

Keeping up with research and finding related work is still a time-consuming task for academics. Researchers sift through thousands of studies to identify a few relevant ones. Automation techniques can help by increasing the efficiency and…

Information Retrieval · Computer Science 2023-09-06 Wojciech Kusa , Petr Knoth , Allan Hanbury