When to Invoke an LLM in Industrial Natural-Language-to-DSL Conversion: A Taxonomy-Driven, Confidence-Gated Selective Hybrid for Safety-Critical Avionics Test-Script Authoring
Converting Korean natural-language avionics test procedures into an executable XML domain-specific language (DSL) is a labor-intensive bottleneck, yet neither automation extreme is acceptable in this safety-critical setting: end-to-end large language model (LLM) generation is unauditable and emits schema-violating valu...