AINeutralarXiv – CS AI · 6h ago6/10
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A Constrained Natural-Language Interface for Variational Multi-Physics Finite Element Simulations in FEniCS
Researchers present a constrained natural-language interface for finite element simulations that uses LLMs only for front-end parsing tasks while delegating critical solver logic to human-written templates. The system achieves 100% parse validity and demonstrates effective integration of language models with scientific computing by limiting AI to non-critical paths, reducing reliability risks.