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Linking issue reports to the commits that resolve them is essential for software traceability, maintenance, and evolution. Accurate issue-commit links help developers to understand system changes and the rationale behind them. While…

Software Engineering · Computer Science 2026-05-04 Cole Morgan , Muhammad Asaduzzaman , Shaiful Chowdhurry , Shaowei Wang

Issue-commit links, as a type of software traceability links, play a vital role in various software development and maintenance tasks. However, they are typically deficient, as developers often forget or fail to create tags when making…

Software Engineering · Computer Science 2023-08-22 Chenyuan Zhang , Yanlin Wang , Zhao Wei , Yong Xu , Juhong Wang , Hui Li , Rongrong Ji

An issue documents discussions around required changes in issue-tracking systems, while a commit contains the change itself in the version control systems. Recovering links between issues and commits can facilitate many software evolution…

Software Engineering · Computer Science 2021-07-06 Pooya Rostami Mazrae , Maliheh Izadi , Abbas Heydarnoori

Issue-to-commit link recovery in software repositories is fundamental to software traceability and project management, yet it remains a challenging task. Prior studies show that only about 42.2% of issues on GitHub are correctly linked to…

Software Engineering · Computer Science 2026-05-06 Arshia Akhavan , Alireza Hoseinpour , Abbas Heydarnoori , Hamid Bagheri , Mehdi Keshani

Software and systems traceability is widely accepted as an essential element for supporting many software development tasks. Today's version control systems provide inbuilt features that allow developers to tag each commit with one or more…

Software Engineering · Computer Science 2018-04-10 Michael Rath , Jacob Rendall , Jin L. C. Guo , Jane Cleland-Huang , Patrick Maeder

Modern open source software development heavily relies on the issue tracking systems to manage their feature requests, bug reports, tasks, and other similar artifacts. Together, those "issues" form a complex network with links to each…

Software Engineering · Computer Science 2021-08-11 Alexander Nicholson , Jin L. C. Guo

The lack of reliable sources of detailed information on the vulnerabilities of open-source software (OSS) components is a major obstacle to maintaining a secure software supply chain and an effective vulnerability management process.…

Cryptography and Security · Computer Science 2025-03-18 Antonino Sabetta , Michele Bezzi

To enhance documentation and maintenance practices, developers conventionally establish links between related software artifacts manually. Empirical research has revealed that developers frequently overlook this practice, resulting in…

Software Engineering · Computer Science 2023-04-25 Maliheh Izadi , Pooya Rostami Mazrae , Tom Mens , Arie van Deursen

Schema linking is a difficult and important step in large-scale Text-to-SQL, where systems must identify a compact yet sufficient schema context from large and ambiguous databases. Existing methods often treat schema linking as…

Computation and Language · Computer Science 2026-05-29 Huawei Zheng , Sen Yang , Zhaorui Yang , Yuhui Zhang , Haozhe Feng , Haoxuan Li , Xuan Yi , Chao Hu , Defeng Xie , Chen Hou , Danqing Huang , Wei Chen , Yingcai Wu , Peng Chen , Dazhen Deng

Recent advances in AI have catalyzed the adoption of intelligent educational tools, yet many semantic retrieval systems remain ill-suited to the unique linguistic and structural characteristics of academic content. This study presents two…

Computation and Language · Computer Science 2025-05-09 Ramteja Sajja , Yusuf Sermet , Ibrahim Demir

Conventional commits provide a structured format for writing commit messages, which improves readability, software maintenance, and enables automation tools such as changelog generators and semantic versioning systems. Existing approaches…

Software Engineering · Computer Science 2026-05-05 H. M. Sazzad Quadir , Sakib Al Hasan , Md. Nurul Ahad Tawhid

Issue reports have been recognized to contain rich information for retrieval-augmented code comment generation. However, how to minimize hallucinations in the generated comments remains significant challenges. In this paper, we propose…

Software Engineering · Computer Science 2025-06-18 Yanzhen Zou , Xianlin Zhao , Xinglu Pan , Bing Xie

Creating data reports is a labor-intensive task involving iterative data exploration, insight extraction, and narrative construction. A key challenge lies in composing the analysis logic-from defining objectives and transforming data to…

Human-Computer Interaction · Computer Science 2025-10-01 Yuan Tian , Chuhan Zhang , Xiaotong Wang , Sitong Pan , Weiwei Cui , Haidong Zhang , Dazhen Deng , Yingcai Wu

The lack of comprehensive sources of accurate vulnerability data represents a critical obstacle to studying and understanding software vulnerabilities (and their corrections). In this paper, we present an approach that combines heuristics…

Software Engineering · Computer Science 2025-03-18 Daan Hommersom , Antonino Sabetta , Bonaventura Coppola , Dario Di Nucci , Damian A. Tamburri

Visual document retrieval aims to retrieve a set of document pages relevant to a query from visually rich collections. Existing methods often employ Vision-Language Models (VLMs) to encode queries and visual pages into a shared embedding…

Information Retrieval · Computer Science 2026-04-10 Hao Yang , Yifan Ji , Zhipeng Xu , Zhenghao Liu , Yukun Yan , Zulong Chen , Shuo Wang , Yu Gu , Ge Yu

Improvements of entity-relationship (E-R) search techniques have been hampered by a lack of test collections, particularly for complex queries involving multiple entities and relationships. In this paper we describe a method for generating…

Information Retrieval · Computer Science 2017-06-14 Pedro Saleiro , Natasa Milic-Frayling , Eduarda Mendes Rodrigues , Carlos Soares

Issue localization, which identifies faulty code elements such as files or functions, is critical for effective bug fixing. While recent LLM-based and LLM-agent-based approaches improve accuracy, they struggle in large-scale repositories…

Software Engineering · Computer Science 2025-10-07 Ying Wang , Wenjun Mao , Chong Wang , Zhenhao Zhou , Yicheng Zhou , Wenyun Zhao , Yiling Lou , Xin Peng

For industrial-scale text-to-SQL, supplying the entire database schema to Large Language Models (LLMs) is impractical due to context window limits and irrelevant noise. Schema linking, which filters the schema to a relevant subset, is…

Computation and Language · Computer Science 2025-11-24 Ziyang Wang , Yuanlei Zheng , Zhenbiao Cao , Xiaojin Zhang , Zhongyu Wei , Pei Fu , Zhenbo Luo , Wei Chen , Xiang Bai

In recent years, the pre-training, prompting and prediction paradigm, known as prompt-tuning, has achieved significant success in Natural Language Processing (NLP). Issue-commit Link Recovery (ILR) in Software Traceability (ST) plays an…

Software Engineering · Computer Science 2025-02-03 Bangchao Wang , Yang Deng , Ruiqi Luo , Peng Liang , Tingting Bi

Software projects use Issue Tracking Systems (ITS) like JIRA to track issues and organize the workflows around them. Issues are often inter-connected via different links such as the default JIRA link types Duplicate, Relate, Block, or…

Software Engineering · Computer Science 2022-04-28 Clara Marie Lüders , Abir Bouraffa , Walid Maalej
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