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arxiv.org favicon[2603.01896] Agentic Code Reasoning

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Semi-formal reasoning, a structured prompting methodology, improves LLM agents' ability to reason about code semantics without execution, boosting accuracy on patch equivalence, fault localization, and code question answering tasks.