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MohamadAli Torkamani

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#artificial intelligence Preprint Aug 2026

Stratified Consistency Distillation for Natural Language Formalization

A fine-tuning-based Stratified Consistency Distillation approach that shows significant and consistent improvements in both Pass@K and the novel Equivalent Logical Similarity metrics, demonstrating the potential of advancing logical translation through consistency distillation.

Zhi-Chao Hou, Ferhat Erata, Joseph Lilien et al. · 1 citation

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