AINeutralarXiv – CS AI · 7h ago7/10
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MPC-Patch-Bench: Security-Aware LLM Code Patch for Multi-Party Computation
Researchers introduce MPC-Patch-Bench, the first repository-level benchmark for evaluating LLM code repair in Secure Multi-Party Computation systems. The benchmark reveals that current LLMs achieve only 22.9% functional resolution on MPC tasks, dropping to 17.1% when security and numerical-fidelity constraints are applied, highlighting significant gaps in AI's ability to handle cryptographically-sensitive code.