SWE-Doctor generates multi-faceted BRTs, derives runtime diagnoses from their executions, and uses the diagnoses to guide patch generation, raising average resolution rates to 75.7% on SWE-bench Verified and 59.4% on SWE-bench Pro.
Automatic generation of test cases based on bug reports: A feasibility study with large language models,
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SWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction Tests
SWE-Doctor generates multi-faceted BRTs, derives runtime diagnoses from their executions, and uses the diagnoses to guide patch generation, raising average resolution rates to 75.7% on SWE-bench Verified and 59.4% on SWE-bench Pro.