Structured Text Generation

The AI framework that adds the engineering to prompt engineering (Python/TS/Ruby/Java/C#/Rust/Go compatible)

Resource list for generating JSON using LLMs via function calling, tools, CFG. Libraries, Models, Notebooks, etc.

Fast, Flexible and Portable Structured Generation

Faster structured generation

Experimental Code for StructuredRAG: JSON Response Formatting with Large Language Models

Query language for blending SQL logic and LLM reasoning across structured + unstructured data. [Findings of ACL 2024]

TensorRT-LLM server with Structured Outputs (JSON) built with Rust

Extract structured data from local or remote LLM models

NLP tasks with zero- and few-shot models.

The developper starter pack for document processing

Structured Generation Evals

Use `outlines` generators with Haystack.

A guide to structured generation using constrained decoding

Speculative grammar backtracking algorithm for LLM decoding conforming to some lark context-free grammar (CFG)

Presentación en la conferencia IADevs 2024: Potenciando la Generación Aumentada usando Recuperación con Grafos de Conocimiento

Word alignment of multilingual sentences using structured generation

Presentation at PyData Global: Building Knowledge Graph-Based Agents with Structured Text Generation and Open-Weights Models

A comprehensive toolkit for streamlining and simplifying the offline inference process for LLMs across various models and libraries.

Examples of code that use Outlines to enable structured text generation for LLMs running on Modal