Author

Michael Bain

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Preprint Aug 2026

Identifying Latent Declarative Representations of Code for Assisting Repository Migration

The results suggest that an inspectable semantic bottleneck can improve the coverage and integration of repository-scale migration while enabling lower-cost generation for many repositories.

Shraddha Surana, Ashwin Srinivasan, Michael Bain · 0 citations

Preprint Jul 2026

Interpretable Column Annotation with LLM-Symbolized Decision Process Materialization

SymCA is an LLM-empowered interpretable CA framework that materializes column annotation as a global-to-local symbolic decision process and is accurate, robust, and interpretable.

Mengqi Wang, Jianwei Wang, Qing Liu et al. · 0 citations