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Shandong 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.
LLMs struggle to detect software vulnerabilities because faint vulnerability signals get drowned out by dominant functional code, but SAGE amplifies these signals to achieve state-of-the-art detection with smaller models.
