Crowdsourced bug report severity prediction based on text and image understanding via heterogeneous graph convolutional networks
Sign Up to like & getrecommendations! Published in 2024 at "Journal of Software: Evolution and Process"
DOI: 10.1002/smr.2705
Abstract: In the process of crowdsourced testing, massive bug reports are submitted. Among them, the severity level of the bug report is an important indicator for traigers of crowdsourced platforms to arrange the order of reports… read more here.
Keywords: heterogeneous graph; report; severity; bug report ... See more keywords
Duplicate Bug Report Detection and Classification System Based on Deep Learning Technique
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3033045
Abstract: Duplicate bug report detection is a process of finding a duplicate bug report in the bug tracking system. This process is essential to avoid unnecessary work and rediscovery. In typical bug tracking systems, more than… read more here.
Keywords: bug report; duplicate bug; system; report detection ... See more keywords
Predicting Duplicate in Bug Report Using Topic-Based Duplicate Learning With Fine Tuning-Based BERT Algorithm
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3226238
Abstract: As the usage and coverage of software increase, various functional improvements and bugs are occurring. The Eclipse, Mozilla open-source projects receive more than about 300 bug reports per day. Usually, when a user finds a… read more here.
Keywords: bug report; developer; duplicate; bug ... See more keywords
On Fusing Artificial and Convolutional Neural Network Features for Automatic Bug Assignments
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3273595
Abstract: Automated bug report assignment is critical for large-scale software projects where reported bugs are frequent and expert developers are required to fix them on time. Finding an appropriate developer with the necessary skill sets and… read more here.
Keywords: bug report; neural network; network; report assignment ... See more keywords
SumLLaMA: Efficient Contrastive Representations and Fine-Tuned Adapters for Bug Report Summarization
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3397326
Abstract: In software maintenance, concise summaries of bug reports are crucial, significantly enhancing developer efficiency and ultimately improving software quality and user experience. Large language models (LLMs) have become the standard method for bug report summarization… read more here.
Keywords: sumllama; report; bug report; report summarization ... See more keywords
A Comparative Study of Contemporary Learning Paradigms in Bug Report Priority Detection
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3451125
Abstract: The increasing complexity of software development demands efficient automated bug report priority classification, and recent advancements in deep learning hold promise. This paper presents a comparative study of contemporary learning paradigms, including BERT, vector databases,… read more here.
Keywords: learning paradigms; report priority; comparative study; bug report ... See more keywords
LEARNING TO RANK AND CLASSIFICATION OF BUG REPORTS USING SVM AND FEATURE EVALUATION
Sign Up to like & getrecommendations! Published in 2017 at "International Journal on Smart Sensing and Intelligent Systems"
DOI: 10.21307/ijssis-2017-254
Abstract: When a new bug report is received, developers usually need to reproduce the bug and perform code reviews to find the cause, a process that can be tedious and time consuming. A tool for ranking… read more here.
Keywords: learning rank; source; reports using; bug report ... See more keywords
Do Stop Words Matter in Bug Report Analysis? Empirical Findings Using Deep Learning Models Across Duplicate, Severity, and Priority Classification
Sign Up to like & getrecommendations! Published in 2025 at "Applied Sciences"
DOI: 10.3390/app15169178
Abstract: As software systems continue to increase in complexity and scale, the number of reported bugs also grows. Bug reports are essential artifacts in software maintenance, supporting critical tasks such as detecting duplicate reports, predicting bug… read more here.
Keywords: deep learning; stop word; analysis; bug report ... See more keywords