Enhancing LLM-Based Bug Reproduction via Code Entity Retrieval and Test Case Repair
Automated bug reproduction from bug reports is a critical yet challenging step in software debugging. While LLM-based bug reproduction shows promise, its effectiveness is often hampered by insufficient contextual awareness of the relevant codebase and a tendency to produce invalid test cases. To address these limitatio...