Grammar-Aligned Decoding
Published • Sep 2, 2026
Authors:,,
Kanghee Park
Jiayu Wang
Taylor Berg-Kirkpatrick
Abstract
Large Language Models (LLMs) struggle with reliably generating highly structured outputs, such as program code, mathematical formulas, or well-formed markup. Constrained decoding approaches mitigate this problem by greedily restricting what tokens an LLM can output at each step to guarantee that the...
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