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Related papers: Towards Continuous Systematic Literature Review in…

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This paper provides a survey of the emerging area of Large Language Models (LLMs) for Software Engineering (SE). It also sets out open research challenges for the application of LLMs to technical problems faced by software engineers. LLMs'…

Software Engineering · Computer Science 2023-11-14 Angela Fan , Beliz Gokkaya , Mark Harman , Mitya Lyubarskiy , Shubho Sengupta , Shin Yoo , Jie M. Zhang

Given the large number of publications in software engineering, frequent literature reviews are required to keep current on work in specific areas. One tedious work in literature reviews is to find relevant studies amongst thousands of…

Software Engineering · Computer Science 2022-04-11 Zhe Yu , Jeffrey C. Carver , Gregg Rothermel , Tim Menzies

University research groups in Computational Science and Engineering (CSE) generally lack dedicated funding and personnel for Research Software Engineering (RSE), which, combined with the pressure to maximize the number of scientific…

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

Software Engineering is a constantly evolving subject area that faces new challenges every day as it tries to automate newer business processes. One of the key challenges to the success of a software solution is attaining sustainability.…

Software Engineering · Computer Science 2019-10-15 Asif Imran , Tevfik Kosar

Background: Systematic literature studies (SLS) have become a core research methodology in Evidence-based Software Engineering (EBSE). Search completeness, ie, finding all relevant papers on the topic of interest, has been recognized as one…

Software Engineering · Computer Science 2024-02-20 Huynh Khanh Vi Tran , Jürgen Börstler , Nauman Bin Ali , Michael Unterkalmsteiner

[Context] An evidence briefing is a concise and objective transfer medium that can present the main findings of a study to software engineers in the industry. Although practitioners and researchers have deemed Evidence Briefings useful,…

LLM development has aroused great interest in Sequential Recommendation (SR) applications. However, comprehensive evaluation of SR models remains lacking due to the limitations of the existing benchmarks: 1) an overemphasis on accuracy,…

Information Retrieval · Computer Science 2026-04-14 Jianhong Li , Zeheng Qian , Wangze Ni , Haoyang Li , Hongwei Yao , Yang Bai , Kui Ren

Systematic literature reviews are the highest quality of evidence in research. However, the review process is hindered by significant resource and data constraints. The Literature Review Network (LRN) is the first of its kind explainable AI…

Digital Libraries · Computer Science 2024-08-13 Joshua Morriss , Tod Brindle , Jessica Bah Rösman , Daniel Reibsamen , Andreas Enz

The presentation of results from Systematic Literature Reviews (SLRs) is generally done using tables. Prior research suggests that results summarized in tables are often difficult for readers to understand. One alternative to improve…

System-level test, or SLT, is an increasingly important process step in today's integrated circuit testing flows. Broadly speaking, SLT aims at executing functional workloads in operational modes. In this paper, we consolidate available…

Automating code review with Large Language Models (LLMs) shows immense promise, yet practical adoption is hampered by their lack of reliability, context-awareness, and control. To address this, we propose Specification-Grounded Code Review…

Software Engineering · Computer Science 2026-01-28 Kai Wang , Bingcheng Mao , Shuai Jia , Yujie Ding , Dongming Han , Tianyi Ma , Bin Cao

Recently, Large Language Models (LLMs) have been increasingly used to automate SE tasks such as code generation and summarization. However, evaluating the quality of LLM-generated software artifacts remains challenging. Human evaluation,…

Software Engineering · Computer Science 2025-03-05 Junda He , Jieke Shi , Terry Yue Zhuo , Christoph Treude , Jiamou Sun , Zhenchang Xing , Xiaoning Du , David Lo

Many CSIRTs, including national CSIRTs, routinely use public data, including open-source intelligence (OSINT) and free tools, which include open-source tools in their work. However, we observed a lack of public information and systematic…

Digital Libraries · Computer Science 2023-06-16 Sharifah Roziah Binti Mohd Kassim , Shujun Li , Budi Arief

Synthetic verification techniques such as generating test cases and reward modelling are common ways to enhance the coding capabilities of large language models (LLM) beyond predefined tests. Additionally, code verification has recently…

Artificial Intelligence · Computer Science 2025-07-31 Aleksander Ficek , Somshubra Majumdar , Vahid Noroozi , Boris Ginsburg

Large Language Models (LLMs) are transforming scholarly tasks like search and summarization, but their reliability remains uncertain. Current evaluation metrics for testing LLM reliability are primarily automated approaches that prioritize…

Human-Computer Interaction · Computer Science 2026-02-25 Anna Martin-Boyle , William Humphreys , Martha Brown , Cara Leckey , Harmanpreet Kaur

Systematic reviews are fundamental to evidence-based medicine. Creating one is time-consuming and labour-intensive, mainly due to the need to screen, or assess, many studies for inclusion in the review. Several tools have been developed to…

Information Retrieval · Computer Science 2025-04-08 Xinyu Mao , Teerapong Leelanupab , Martin Potthast , Harrisen Scells , Guido Zuccon

According to different reports, many recent software engineering graduates often face difficulties when beginning their professional careers, due to misalignment of the skills learnt in their university education with what is needed in…

Software Engineering · Computer Science 2018-12-06 Vahid Garousi , Görkem Giray , Eray Tüzün , Cagatay Catal , Michael Felderer

Scientific papers make claims about prior work backed by citations. Verifying those citations at scale (that each cited paper exists, says what the citation claims, and is itself reliable) is structurally beyond what human review can…

Digital Libraries · Computer Science 2026-05-26 Sergey V Samsonau

Large Language Models (LLMs) have demonstrated remarkable reasoning abilities, yet existing test-time frameworks often rely on coarse self-verification and self-correction, limiting their effectiveness on complex tasks. In this paper, we…

Computation and Language · Computer Science 2025-11-14 Haizhou Shi , Ye Liu , Bo Pang , Zeyu Leo Liu , Hao Wang , Silvio Savarese , Caiming Xiong , Yingbo Zhou , Semih Yavuz