Producing Structured Outputs from LLMs with Constrained Sampling

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Summary

Discusses methods for generating structured outputs from large language models using constrained sampling techniques.

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Recipes for Steering and Scaling LLMs via Sampling

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The paper presents a theoretical framework for steering and scaling large language models via sampling algorithms, such as Sequential Monte Carlo and Replica Exchange, to improve generation quality without external supervision.