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Related papers: Towards a Maturity Model for Systematic Literature…

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Graduate courses can provide specialized knowledge for Ph.D. and Master's students and contribute to develop their hard and soft skills. At the same time, Systematic Literature Review (SLR) has been increasingly adopted in the computing…

Mature test automation is key for achieving software quality at speed. In this paper, we present a multivocal literature review with the objective to survey and synthesize the guidelines given in the literature for improving test automation…

Software Engineering · Computer Science 2022-02-21 Yuqing Wang , Mika V. Mäntylä , Zihao Liu , Jouni Markkula , Päivi Raulamo-jurvanen

Systematic literature reviews (SLRs) are essential but labor-intensive due to high publication volumes and inefficient keyword-based filtering. To streamline this process, we evaluate Large Language Models (LLMs) for enhancing efficiency…

Machine Learning · Computer Science 2025-06-17 Lucas Joos , Daniel A. Keim , Maximilian T. Fischer

[Background] Systematic literature reviews (SLRs) are essential for synthesizing evidence in Software Engineering (SE), but keeping them up-to-date requires substantial effort. Study selection, one of the most labor-intensive steps,…

Systematic Literature Reviews (SLRs) are foundational to evidence-based research but remain labor-intensive and prone to inconsistency across disciplines. We present an LLM-based SLR evaluation copilot built on a Multi-Agent System (MAS)…

Artificial Intelligence · Computer Science 2025-09-23 Abdullah Mushtaq , Muhammad Rafay Naeem , Ibrahim Ghaznavi , Alaa Abd-alrazaq , Aliya Tabassum , Junaid Qadir

Context: Machine Learning (ML) has been at the heart of many innovations over the past years. However, including it in so-called 'safety-critical' systems such as automotive or aeronautic has proven to be very challenging, since the shift…

This paper introduces an algorithmic framework for conducting systematic literature reviews (SLRs), designed to improve efficiency, reproducibility, and selection quality assessment in the literature review process. The proposed method…

General Finance · Quantitative Finance 2026-01-08 Gabin Taibi , Joerg Osterrieder

Code Review consists in assessing the code written by teammates with the goal of increasing code quality. Empirical studies documented the benefits brought by such a practice that, however, has its cost to pay in terms of developers' time.…

Software Engineering · Computer Science 2025-03-13 Rosalia Tufano , Gabriele Bavota

[Background]: Systematic Literature Review (SLR) has become an important software engineering research method but costs tremendous efforts. [Aim]: This paper proposes an approach to leverage on empirically evolved ontology to support…

Digital Libraries · Computer Science 2016-09-27 Yueming Sun , Ye Yang , He Zhang , Wen Zhang , Qing Wang

Context: Systematic Literature Reviews (SLRs) have been adopted within Software Engineering (SE) for more than a decade to provide meaningful summaries of evidence on several topics. Many of these SLRs are now potentially not fully…

Software Engineering · Computer Science 2020-06-11 Claes Wohlin , Emilia Mendes , Katia Romero Felizardo , Marcos Kalinowski

[Context] Systematic Literature Reviews (SLRs) have been adopted by the Software Engineering (SE) community for approximately 15 years to provide meaningful summaries of evidence on several topics. Many of these SLRs are now potentially…

Software Engineering · Computer Science 2020-04-15 Emilia Mendes , Claes Wohlin , Katia Felizardo , Marcos Kalinowski

The value of a systematic secondary study (a systematic mapping study (SMS) or a systematic literature review (SLR)) comes, directly, from its systematic nature. The formal, well-defined, objective and unbiased process guarantees that the…

Software Engineering · Computer Science 2019-04-04 José L. Barros-Justo , Luisa Rincón , Ángela Villota , Wesley K. G. Assunção

ChatGPT has been used in several educational contexts,including learning, teaching and research. It also has potential to conduct the systematic literature review (SLR). However, there are limited empirical studies on how to use ChatGPT in…

Artificial Intelligence · Computer Science 2024-09-27 Qian Huang , Qiyun Wang

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

The organizations and researchers producing research software face a common problem of making their software sustainable beyond funding provided by a single research project. This is addressed by research software engineers through building…

Software Engineering · Computer Science 2024-06-05 Deekshitha , Rena Bakhshi , Jason Maassen , Carlos Martinez Ortiz , Rob van Nieuwpoort , Slinger Jansen

Scholarly peer review is a cornerstone of scientific advancement, but the system is under strain due to increasing manuscript submissions and the labor-intensive nature of the process. Recent advancements in large language models (LLMs)…

Computation and Language · Computer Science 2024-12-03 Rui Ye , Xianghe Pang , Jingyi Chai , Jiaao Chen , Zhenfei Yin , Zhen Xiang , Xiaowen Dong , Jing Shao , Siheng Chen

With the rapid growth of academic publications, peer review has become an essential yet time-consuming responsibility within the research community. Large Language Models (LLMs) have increasingly been adopted to assist in the generation of…

Computation and Language · Computer Science 2025-10-09 Xian Gao , Jiacheng Ruan , Zongyun Zhang , Jingsheng Gao , Ting Liu , Yuzhuo Fu

Context: Processing Software Requirement Specifications (SRS) manually takes a much longer time for requirement analysts in software engineering. Researchers have been working on making an automatic approach to ease this task. Most of the…

Software Engineering · Computer Science 2022-07-27 Sharif Ahmed , Arif Ahmed , Nasir U. Eisty

Bioinformatics research depends on high-quality databases to provide accurate results. In silico experiments, correctly performed, may prospect novel discoveries and elucidates pathways for biological experiments through data analysis in…

Quantitative Methods · Quantitative Biology 2017-07-20 Diego C. B. Mariano , Carmelina Leite , Lucianna H. S. Santos , Rafael E. O. Rocha , Raquel C. de Melo-Minardi

With the proliferation of open-sourced Large Language Models (LLMs) and efficient finetuning techniques, we are on the cusp of the emergence of numerous domain-specific LLMs that have been finetuned for expertise across specialized fields…

Computation and Language · Computer Science 2023-06-28 Teo Susnjak