#type-guided constrained decoding

Diagram of constrained decoding masking invalid tokens in LLM code generation

33.6% of LLM Code Blows Up on Types — Type-Guided Decoding Fixes It Without the Overhead

Type errors wreck 33.6% of code from LLMs like ChatGPT. Type-guided constrained decoding stops hallucinations dead, forcing models to spit out compilable code every time.

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#type-guided constrained decoding

33.6% of LLM Code Blows Up on Types — Type-Guided Decoding Fixes It Without the Overhead

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