#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.

4 min read 1 month, 2 weeks ago