Input/output constraints boost LLM-generated decision model structural similarity to gold standards by 37-54%, with models matching gold outcomes on 51-53% of test scenarios while removing redundant logic.
Vishwanathan, Tobias Petri, Kurt Mehlhorn, and Karsten Borgwardt
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From Legal Text to Executable Decision Models: Evaluating Structured Representations for Legal Decision Model Generation
Input/output constraints boost LLM-generated decision model structural similarity to gold standards by 37-54%, with models matching gold outcomes on 51-53% of test scenarios while removing redundant logic.