RAG-Reflect achieves F1=0.78 on valid comment-edit prediction using retrieval-augmented reasoning and self-reflection, outperforming baselines and approaching fine-tuned models without retraining.
On learning meaningful code changes via neural machine translation
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PhantomRun standardizes CI build log retrieval and reproduction for embedded systems, reconstructing 91.8% of 4628 failing runs while preserving outcomes in 98% of cases.
Post-release defects concentrate in older, frequently modified high-churn components and require longer and more complex fixes than pre-release defects.
citing papers explorer
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RAG-Reflect: Agentic Retrieval-Augmented Generation with Reflections for Comment-Driven Code Maintenance on Stack Overflow
RAG-Reflect achieves F1=0.78 on valid comment-edit prediction using retrieval-augmented reasoning and self-reflection, outperforming baselines and approaching fine-tuned models without retraining.
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Where did we fail? -- Reproducing build failures in embedded open source software
PhantomRun standardizes CI build log retrieval and reproduction for embedded systems, reconstructing 91.8% of 4628 failing runs while preserving outcomes in 98% of cases.
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What Makes Software Bugs Escape Testing? Evidence from a Large-Scale Empirical Study
Post-release defects concentrate in older, frequently modified high-churn components and require longer and more complex fixes than pre-release defects.