The paper introduces ACQUIRE, a QA-driven framework that separates repository knowledge acquisition from patch generation. A Questioner identifies knowledge gaps and asks targeted questions; an Answerer autonomously explores the repository to produce evidence-grounded answers; then a Resolver uses the structured QA knowledge to generate a patch. On SWE-bench Verified, ACQUIRE reportedly improves Pass@1 by up to 4.4 percentage points over representative pre-repair methods, with modest additional cost and time. The abstract does not provide absolute scores, detailed cost figures, or statistical significance results.
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