Researchers have developed ARISE, a new system designed to improve the accuracy of AI agents in localizing and repairing software faults. ARISE enhances large language models by providing a detailed program graph that includes data-flow information, enabling agents to trace variable usage more precisely. Evaluations on SWE-bench Lite demonstrated significant improvements in fault localization and repair success rates compared to existing baselines. AI
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IMPACT Enhances AI agent capabilities for software development, potentially improving code quality and developer productivity.
RANK_REASON This is a research paper detailing a new system and its evaluation on a benchmark. [lever_c_demoted from research: ic=1 ai=1.0]