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Peking University
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LLMs can fix 26% more bugs when given access to intermediate runtime states during program repair, proving that even the best models struggle to infer root causes from just failure symptoms.
Open-source LLMs can generate test suites rivaling GPT-4.2's quality, thanks to a new framework that treats test generation as a greedy optimization problem solvable via reinforcement learning.
