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Many Duplicate Bug Report Detection (DBRD) techniques have been proposed in the research literature. The industry uses some other techniques. Unfortunately, there is insufficient comparison among them, and it is unclear how far we have…

Software Engineering · Computer Science 2026-04-22 Ting Zhang , DongGyun Han , Venkatesh Vinayakarao , Ivana Clairine Irsan , Bowen Xu , Ferdian Thung , David Lo , Lingxiao Jiang

To support software developers in finding and fixing software bugs, several automated program repair techniques have been introduced. Given a test suite, standard methods usually either synthesize a repair, or navigate a search space of…

Software Engineering · Computer Science 2023-01-23 Dominik Sobania , Martin Briesch , Carol Hanna , Justyna Petke

Many users and contributors of large open-source projects report software defects or enhancement requests (known as bug reports) to the issue-tracking systems. However, they sometimes report issues that have already been reported. First,…

Software Engineering · Computer Science 2025-12-03 Clare E. Laney , Andrew Barovic , Armin Moin

The exercise of detecting similar bug reports in bug tracking systems is known as duplicate bug report detection. Having prior knowledge of a bug report's existence reduces efforts put into debugging problems and identifying the root cause.…

Software Engineering · Computer Science 2023-11-15 Avinash Patil , Aryan Jadon

A Bug Tracking System (BTS), such as Bugzilla, is generally utilized to track submitted Bug Reports (BRs) for a particular software system. Duplicate Bug Report (DBR) retrieval is the process of obtaining a DBR in the BTS. This process is…

Software Engineering · Computer Science 2024-07-09 Ra'Fat Al-Msie'deen

In the realm of Duplicate Bug Report Detection (DBRD), conventional methods primarily focus on statically analyzing bug databases, often disregarding the running time of the model. In this context, complex models, despite their high…

Software Engineering · Computer Science 2024-04-24 Qianru Meng , Xiao Zhang , Guus Ramackers , Visser Joost

Duplicate bug reports make up 42% of all reports in bug tracking systems (e.g., Bugzilla), causing significant maintenance overhead. Hence, detecting and resolving duplicate bug reports is essential for effective issue management.…

Software Engineering · Computer Science 2025-03-25 Usmi Mukherjee , Mohammad Masudur Rahman

In the development and maintenance of Android apps, the quick and accurate reproduction of user-reported bugs is crucial to ensure application quality and improve user satisfaction. However, this process is often time-consuming and complex.…

Software Engineering · Computer Science 2026-04-01 Xiangyang Xiao , Huaxun Huang , Rongxin Wu

Accurate estimation of uncertainty in deep learning is critical for deploying models in high-stakes domains such as medical diagnosis and autonomous decision-making, where overconfident predictions can lead to harmful outcomes. In practice,…

Machine Learning · Computer Science 2026-03-12 Xinran Xu , Xiuyi Fan

This study introduces CUPID, a novel approach to session-based reciprocal recommendation systems designed for a real-time one-on-one social discovery platform. In such platforms, low latency is critical to enhance user experiences. However,…

Information Retrieval · Computer Science 2024-10-25 Beomsu Kim , Sangbum Kim , Minchan Kim , Joonyoung Yi , Sungjoo Ha , Suhyun Lee , Youngsoo Lee , Gihun Yeom , Buru Chang , Gihun Lee

Background: Bug reports are essential to the software development life cycle. They help developers track and resolve issues, but are often difficult to process due to their complexity, which can delay resolution and affect software quality.…

Software Engineering · Computer Science 2025-04-30 Zhiyuan Chen , Vanessa Nava-Camal , Ahmad Suleiman , Yiming Tang , Daqing Hou , Weiyi Shang

About 40% of software bug reports are duplicates of one another, which pose a major overhead during software maintenance. Traditional techniques often focus on detecting duplicate bug reports that are textually similar. However, in bug…

Software Engineering · Computer Science 2022-12-21 Sigma Jahan , Mohammad Masudur Rahman

Software development teams generally welcome any effort to expose bugs in their code base. In this work, we build on the hypothesis that mobile apps from the same category (e.g., two web browser apps) may be affected by similar bugs in…

Software Engineering · Computer Science 2023-01-24 Xunzhu Tang , Haoye Tian , Pingfan Kong , Kui Liu , Jacques Klein , Tegawendé F. Bissyande

Bugs are notoriously challenging: they slow down software users and result in time-consuming investigations for developers. These challenges are exacerbated when bugs must be reported in natural language by users. Indeed, we lack reliable…

Software Engineering · Computer Science 2023-10-11 Laura Plein , Tegawendé F. Bissyandé

Mobile application development is a fast-paced process where maintaining high-quality user experiences is crucial. Bug reproduction, a key aspect of maintaining app quality, often faces significant challenges. Specifically, when…

Software Engineering · Computer Science 2025-05-30 Hongrong Yin , Jinhong Huang , Yao Li , Yunwei Dong , Tao Zhang

Automatically detecting software failures is an important task and a longstanding challenge. It requires finding failure-inducing test cases whose test input can trigger the software's fault, and constructing an automated oracle to detect…

Software Engineering · Computer Science 2023-09-12 Tsz-On Li , Wenxi Zong , Yibo Wang , Haoye Tian , Ying Wang , Shing-Chi Cheung , Jeff Kramer

Bug reports are vital for software maintenance that allow users to inform developers of the problems encountered while using the software. As such, researchers have committed considerable resources toward automating bug replay to expedite…

Software Engineering · Computer Science 2024-05-09 Sidong Feng , Chunyang Chen

ChatGPT has revolutionized many research and industrial fields. ChatGPT has shown great potential in software engineering to boost various traditional tasks such as program repair, code understanding, and code generation. However, whether…

Software Engineering · Computer Science 2023-04-18 Jialun Cao , Meiziniu Li , Ming Wen , Shing-chi Cheung

Large language models (LLMs) have been widely used for relevance assessment in information retrieval. However, our study demonstrates that combining two distinct small language models (SLMs) with different architectures can outperform LLMs…

Computation and Language · Computer Science 2025-05-13 Ohjoon Kwon , Changsu Lee , Jihye Back , Lim Sun Suk , Inho Kang , Donghyeon Jeon

Redundancy-based automated program repair (APR), which generates patches by referencing existing source code, has gained much attention since they are effective in repairing real-world bugs with good interpretability. However, since…

Software Engineering · Computer Science 2025-08-27 Jiajun Jiang , Fengjie Li , Zijie Zhao , Zhirui Ye , Mengjiao Liu , Bo Wang , Hongyu Zhang , Junjie Chen
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