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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

Context. Systematic Reviews (SRs) are means for collecting and synthesizing evidence from the identification and analysis of relevant studies from multiple sources. To this aim, they use a well-defined methodology meant to mitigate the…

Software Engineering · Computer Science 2019-08-20 Francesco Osborne , Henry Muccini , Patricia Lago , Enrico Motta

Academic research is an exploration activity to solve problems that have never been resolved before. By this nature, each academic research work is required to perform a literature review to distinguish its novelties that have not been…

Computation and Language · Computer Science 2022-01-07 Xiangci Li , Jessica Ouyang

Systematic scientometric reviews, empowered by scientometric and visual analytic techniques, offer opportunities to improve the timeliness, accessibility, and reproducibility of conventional systematic reviews. While increasingly accessible…

Digital Libraries · Computer Science 2020-12-24 Chaomei Chen , Min Song

The rapid expansion of scholarly literature presents significant challenges in synthesizing comprehensive, high-quality academic surveys. Recent advancements in agentic systems offer considerable promise for automating tasks that…

Digital Libraries · Computer Science 2025-11-25 Zi Wang , Xingqiao Wang , Sangah Lee , Xiaowei Xu

Manual code reviews are an essential but time-consuming part of software development, often leading reviewers to prioritize technical issues while skipping valuable assessments. This paper presents an algorithmic model that automates…

Software Engineering · Computer Science 2024-09-24 Yegor Denisov-Blanch , Igor Ciobanu , Simon Obstbaum , Michal Kosinski

Code review is a key practice in software engineering, where developers evaluate code changes to ensure quality and maintainability. Links to issues and external resources are often included in Pull Requests (PRs) to provide additional…

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…

The task of automated code review has recently gained a lot of attention from the machine learning community. However, current review comment evaluation metrics rely on comparisons with a human-written reference for a given code change…

Software Engineering · Computer Science 2025-03-18 Atharva Naik , Marcus Alenius , Daniel Fried , Carolyn Rose

Keeping up with the research literature plays an important role in the workflow of scientists - allowing them to understand a field, formulate the problems they focus on, and develop the solutions that they contribute, which in turn shape…

Information Retrieval · Computer Science 2023-01-11 Sheshera Mysore , Mahmood Jasim , Haoru Song , Sarah Akbar , Andre Kenneth Chase Randall , Narges Mahyar

Reproducibility in research remains hindered by complex systems involving data, models, tools, and algorithms. Studies highlight a reproducibility crisis due to a lack of standardized reporting, code and data sharing, and rigorous…

Software Engineering · Computer Science 2024-11-05 Venkat S. Malladi , Maria Yazykova , Olesya Melnichenko , Yulia Dubinina

Research software refers to software development tools that accelerate discovery and simplifies access to digital infrastructures. However, although research software platforms can be built increasingly more innovative and powerful than…

Software Engineering · Computer Science 2018-12-27 Doug Mulholland , Paulo Alencar , Donald Cowan

As the concept and implementation of cutting-edge technologies like artificial intelligence and machine learning has become relevant, academics, researchers and information professionals involve research in this area. The objective of this…

Digital Libraries · Computer Science 2021-12-10 Rajesh Kumar Das , Mohammad Sharif Ul Islam

Peer review is the method employed by the scientific community for evaluating research advancements. In the field of cybersecurity, the practice of double-blind peer review is the de-facto standard. This paper touches on the holy grail of…

Cryptography and Security · Computer Science 2023-09-12 Liang Niu , Nian Xue , Christina Pöpper

The rapid growth of scientific literature imposes significant challenges for researchers endeavoring to stay updated with the latest advancements in their fields and delve into new areas. We introduce OpenResearcher, an innovative platform…

Systematic reviews, which summarize and synthesize all the current research in a specific topic, are a crucial component to academia. They are especially important in the biomedical and health sciences, where they synthesize the state of…

Machine Learning · Computer Science 2019-08-26 Muhammad Maaz

Assessing journal legitimacy during literature reviews, publication venue selection, and citation verification requires consulting information scattered across multiple incompatible data-sets. This paper introduces Aletheia-Probe, an…

Digital Libraries · Computer Science 2026-01-16 Andreas Florath

[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

Objectives: An SLR is presented focusing on text mining based automation of SLR creation. The present review identifies the objectives of the automation studies and the aspects of those steps that were automated. In so doing, the various ML…

Information Retrieval · Computer Science 2023-08-01 Girish Sundaram , Daniel Berleant

Conducting systematic reviews is laborious. In the screening or study selection phase, the number of papers can be overwhelming. Recent research has demonstrated that large language models (LLMs) can perform title-abstract screening and…

Software Engineering · Computer Science 2026-04-20 Aleksi Huotala , Miikka Kuutila , Olli-Pekka Turtio , Simo Sipilä , Mika Mäntylä