DynaFix iteratively feeds execution-level dynamic information such as variable states and control flows into LLM prompts to repair 186 bugs on Defects4J, a 10% gain over baselines including 38 previously unrepaired cases.
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Lightweight call and inheritance topology injected as comments improves function localization by 2.2pp, shortens trajectories, and halves run-to-run variance in LLM code agents, with benefits depending on repository scale.
citing papers explorer
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DynaFix: Iterative Automated Program Repair Driven by Execution-Level Dynamic Information
DynaFix iteratively feeds execution-level dynamic information such as variable states and control flows into LLM prompts to repair 186 bugs on Defects4J, a 10% gain over baselines including 38 previously unrepaired cases.
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How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring
Lightweight call and inheritance topology injected as comments improves function localization by 2.2pp, shortens trajectories, and halves run-to-run variance in LLM code agents, with benefits depending on repository scale.