ImproBR combines a hybrid detector with GPT-4o mini and RAG to raise bug report structural completeness from 7.9% to 96.4% and executable steps from 28.8% to 67.6% on 139 Mojira reports.
InProceedings of the 44th International Conference on Software Engineering: Software Engineering in Practice(Pittsburgh, Pennsylvania) (ICSE-SEIP ’22)
3 Pith papers cite this work. Polarity classification is still indexing.
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Technical heroes (commits, files, churn) and social heroes (issue comments) in Apache projects overlap only 10% with asymmetric activity, and bug fix/reopen rates show modest differences that vary by severity.
Connectors consistently raise organizational coupling in microservices, with multiple roles in one developer amplifying the effect, while Jacks and Mavens show more localized influence, indicating coupling is role-driven rather than purely structural.
citing papers explorer
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ImproBR: Bug Report Improver Using LLMs
ImproBR combines a hybrid detector with GPT-4o mini and RAG to raise bug report structural completeness from 7.9% to 96.4% and executable steps from 28.8% to 67.6% on 139 Mojira reports.
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Multifaceted Hero Developers and Bug-Fixing Outcomes Across Severity
Technical heroes (commits, files, churn) and social heroes (issue comments) in Apache projects overlap only 10% with asymmetric activity, and bug fix/reopen rates show modest differences that vary by severity.
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Key Developer Roles and Organizational Coupling in Microservices: A Longitudinal Analysis
Connectors consistently raise organizational coupling in microservices, with multiple roles in one developer amplifying the effect, while Jacks and Mavens show more localized influence, indicating coupling is role-driven rather than purely structural.