Grammar-Aligned Decoding for Large Language Models

LLM

Large Language Models

Grammar-Aligned Decoding

Code Generation

NLP

Grammar-Aligned Decoding for Large Language Models

Key Insights
Challenges in generating structured outputs
Introduction of Grammar-Aligned Decoding (GAD)
Ensuring grammatical outputs aligned with LLMs
Improving code generation and NLP tasks

This study focuses on enhancing the output quality of Large Language Models (LLMs) when generating structured outputs like code. It introduces Grammar-Aligned Decoding (GAD) to ensure grammatical outputs align with the LLM’s distribution, leading to higher-quality outputs in code generation and structured NLP tasks.

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