An LLM synthesizes an alias-free concurrency model (CIR) from natural language that is translated to a Petri net (CVN) for exhaustive verification and targeted repair, with goal-reachability checks to avoid incomplete fixes.
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CIR+CVN: Bridging LLM Semantic Understanding and Petri-Net Verification for Concurrent Programs
An LLM synthesizes an alias-free concurrency model (CIR) from natural language that is translated to a Petri net (CVN) for exhaustive verification and targeted repair, with goal-reachability checks to avoid incomplete fixes.