Introduces LCS-Bench, a theory-scale benchmark covering 327 textbook items and 4,076 Lean declarations, with evaluations showing state-of-the-art models reach only 20.1% on auto-formalization tasks.
Neurosymbolic programming in Scallop: Principles and practice.Foundations and Trends in Programming Languages, 2024
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Theory-Scale Auto-Formalization of Logics for Computer Science
Introduces LCS-Bench, a theory-scale benchmark covering 327 textbook items and 4,076 Lean declarations, with evaluations showing state-of-the-art models reach only 20.1% on auto-formalization tasks.