LLMs can generate valid JSON 100% of the time

Outlines is a library for neural text generation that serves as a flexible replacement for the generate method in the transformers library. It provides methods for guiding text generation and building robust interfaces with external systems. One unique feature is the ability to generate text that matches a regular expression or follows a JSON schema. Outlines is designed to be compatible with the broader ecosystem and can be seamlessly integrated with other libraries and control flow structures. It supports all models and can be used with API-based models as well. Additionally, Outlines offers features such as caching, integration with HuggingFace’s transformers models, and regular updates with new releases.


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