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Context: To reduce manual effort of extracting test cases from natural-language requirements, many approaches based on Natural Language Processing (NLP) have been proposed in the literature. Given the large amount of approaches in this…

Software Engineering · Computer Science 2020-03-25 Vahid Garousi , Sara Bauer , Michael Felderer

Peer review is a critical component of scientific progress in the fields like AI, but the rapid increase in submission volume has strained the reviewing system, which inevitably leads to reviewer shortages and declines review quality.…

Computation and Language · Computer Science 2026-03-16 Daoze Zhang , Zhijian Bao , Sihang Du , Zhiyi Zhao , Kuangling Zhang , Dezheng Bao , Yang Yang

With the growing amount of published research, automatic evaluation of scholarly publications is becoming an important task. In this paper we address this problem and present a simple and transparent approach for evaluating the importance…

Information Retrieval · Computer Science 2016-11-17 Drahomira Herrmannova , Petr Knoth

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

To assess the effectiveness of any medical intervention, researchers must conduct a time-intensive and highly manual literature review. NLP systems can help to automate or assist in parts of this expensive process. In support of this goal,…

Computation and Language · Computer Science 2021-11-24 Jay DeYoung , Iz Beltagy , Madeleine van Zuylen , Bailey Kuehl , Lucy Lu Wang

Background: One of the most important current challenges of Software Engineering (SE) research is to provide relevant evidence to practice. In health related fields, Rapid Reviews (RRs) have shown to be an effective method to achieve that…

Software Engineering · Computer Science 2019-06-28 Bruno Cartaxo , Gustavo Pinto , Baldoino Fonseca , Márcio Ribeiro , Pedro Pinheiro , Sergio Soares , Maria Teresa Baldassarre

Helpful reviews have been essential for the success of e-commerce services, as they help customers make quick purchase decisions and benefit the merchants in their sales. While many reviews are informative, others provide little value and…

Computation and Language · Computer Science 2023-03-03 Mir Tafseer Nayeem , Davood Rafiei

Retrieval systems for scholarly literature offer the ability for the scientific community to search, explore and download scholarly articles across various scientific disciplines. Mostly used by the experts in the particular field, these…

Information Retrieval · Computer Science 2016-01-08 Kriste Krstovski , David A. Smith , Michael J. Kurtz

Systematic Literature Reviews (SLRs) play an important role in the Evidence-Based Software Engineering scenario. With the advance of the computer science field and the growth of research publications, new evidence continuously arises. This…

Software Engineering · Computer Science 2021-08-31 Bianca Minetto Napoleão , Fabio Petrillo , Sylvain Hallé

Appropriate reviewer assignment significantly impacts the quality of proposal evaluation, as accurate and fair reviews are contingent on their assignment to relevant reviewers. The crucial task of assigning reviewers to submitted proposals…

Digital Libraries · Computer Science 2023-04-05 Meltem Aksoy , Seda Yanik , Mehmet Fatih Amasyali

Timely and comprehensive understanding of emerging events is crucial for effective decision-making; automating situation report generation can significantly reduce the time, effort, and cost for intelligence analysts. In this work, we…

Computation and Language · Computer Science 2024-05-29 Revanth Gangi Reddy , Daniel Lee , Yi R. Fung , Khanh Duy Nguyen , Qi Zeng , Manling Li , Ziqi Wang , Clare Voss , Heng Ji

Scientific literature review generation aims to extract and organize important information from an abundant collection of reference papers and produces corresponding reviews while lacking a clear and logical hierarchy. We observe that a…

Computation and Language · Computer Science 2023-11-20 Kun Zhu , Xiaocheng Feng , Xiachong Feng , Yingsheng Wu , Bing Qin

The rapid growth of scholarly literature makes it increasingly difficult for researchers to keep up with new knowledge. Automated tools are now more essential than ever to help navigate and interpret this vast body of information.…

Digital Libraries · Computer Science 2025-06-05 Florian Boudin , Akiko Aizawa

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

We qualitatively compared literature reviews produced with varying degrees of AI assistance. The same LLM, given the same corpus of 280 papers but different selections, produced dramatically different reviews, from mainstream and…

Computers and Society · Computer Science 2026-03-24 Saadi Lahlou , Annabelle Gouttebroze , Atrina Oraee , Julian Madera

Peer review is the main mechanism by which the software engineering community assesses the quality of scientific results. However, the rapid growth of paper submissions in software engineering venues has outpaced the availability of…

Software Engineering · Computer Science 2026-01-30 Esteban Parra , Sonia Haiduc , Preetha Chatterjee , Ramtin Ehsani , Polina Iaremchuk

Large language models are increasingly capable at closed-world mathematical reasoning, but research assistance also requires source-grounded use of the literature. When a proof reaches a non-trivial step, a useful assistant should determine…

Artificial Intelligence · Computer Science 2026-05-12 Zicheng Lyu , Wenjie Yang , Shengzhong Zhang , Zengfeng Huang

Automatic literature review generation is one of the most challenging tasks in natural language processing. Although large language models have tackled literature review generation, the absence of large-scale datasets has been a stumbling…

Computation and Language · Computer Science 2023-05-25 Tetsu Kasanishi , Masaru Isonuma , Junichiro Mori , Ichiro Sakata

Rigour is crucial for scientific research as it ensures the reproducibility and validity of results and findings. Despite its importance, little work exists on modelling rigour computationally, and there is a lack of analysis on whether…

Computation and Language · Computer Science 2024-11-08 Joseph James , Chenghao Xiao , Yucheng Li , Chenghua Lin

The importance of peer-review in the scientific process can not be overestimated. Yet, due to increasing pressures of research and exponentially growing number of publications the task faced by the referees becomes ever more difficult. We…

Physics and Society · Physics 2008-10-03 Pawel Sobkowicz