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What is Constrained Decoding of Diffusion Llms With Context-Free Grammars about?

This paper introduces a novel constrained decoding method for diffusion language models (LLMs) that adheres to formal languages defined by context-free grammars, addressing limitations in existing approaches. The proposed method efficiently determines the validity of generated outputs through an intersection of target and regular languages, ensuring syntactic correctness in applications like C++ code generation and JSON extraction. Empirical results demonstrate significant improvements in both syntactic and

Author

1337180299

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EN