AINeutralarXiv – CS AI · 10h ago6/10
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Automated Semantic Fault Localization in SysML v2: A Human-in-the-Loop Framework Using Knowledge-Graph Augmented LLMs
Researchers present a human-in-the-loop framework combining fine-tuned small language models with knowledge graphs to automatically detect and repair semantic errors in SysML v2 models that bypass traditional compiler validation. The approach achieves over 91% repair accuracy using domain-specific training data and generates practical repair suggestions for engineer review.