TypePro reaches 88.9% and 86.6% Top-1 exact match on Python and TypeScript type-inference datasets by feeding LLMs inter-procedural slices plus structurally derived candidate types.
Manning, Hinrich Schütze, and Prabhakar Raghavan
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TypePro: Boosting LLM-Based Type Inference via Inter-Procedural Slicing
TypePro reaches 88.9% and 86.6% Top-1 exact match on Python and TypeScript type-inference datasets by feeding LLMs inter-procedural slices plus structurally derived candidate types.