A tool-augmented multi-stage agent reproduces 58–70% of real GitHub issues as fail-to-pass tests, outperforming prior prompt and agent baselines at about $0.14 per issue.
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ReProAgent: Tool-Augmented Multi-Stage Agentic Generation of Bug Reproduction Tests from Issue Reports
A tool-augmented multi-stage agent reproduces 58–70% of real GitHub issues as fail-to-pass tests, outperforming prior prompt and agent baselines at about $0.14 per issue.