AIBullisharXiv – CS AI · 6h ago7/10
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Weave of Formal Thought
Researchers introduce Weave of Formal Thought (WoFT), a framework that combines rigorous syntactic validation with learned structural representations to improve code generation in large language models. The approach uses constrained decoding with full Tree-sitter compliance and fine-tuning methods that teach models to embed grammar symbols during generation, achieving 14.3% relative cross-entropy reduction on Python code.