Refining bug reports with hierarchical evidence from an unverified agent trajectory plus repository review raises Pass@1 on SWE-Bench Lite from 41% to 59.67% (GPT-5-mini) and similarly for other agents.
Sgagent: Suggestion-guided llm-based multi-agent framework for repository-level software re- pair,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SE 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Bug Report Specification Refinement with Trajectory Guidance for Automated Program Repair
Refining bug reports with hierarchical evidence from an unverified agent trajectory plus repository review raises Pass@1 on SWE-Bench Lite from 41% to 59.67% (GPT-5-mini) and similarly for other agents.