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Sally Ismail

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Book Open access Oct 2026

From Natural Language to Formal Specifications: A Metamodel-Driven LLM Pipeline

This case study assesses the feasibility of combining LLM-based extraction, metamodel-guided refinement, automated validation, and human correction for requirements formalization and evaluates the approach on the ten published ACAS Xu safety properties.

Sally Ismail, Patrick Tessier · 0 citations

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