TreeCoder: Systematic Exploration and Optimisation of Decoding and Constraints for LLM Code Generation

Henrijs Princis, Arindam Sharma, Cristina David

Large language models (LLMs) have shown remarkable ability to generate code, yet their outputs often violate syntactic or semantic constraints when guided only through natural lang…