AIBullisharXiv – CS AI · Mar 57/10
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Draft-Conditioned Constrained Decoding for Structured Generation in LLMs
Researchers introduce Draft-Conditioned Constrained Decoding (DCCD), a training-free method that improves structured output generation in large language models by up to 24 percentage points. The technique uses a two-step process that first generates an unconstrained draft, then applies constraints to ensure valid outputs like JSON and API calls.