Structured Text Generation
-
Updated
Jan 10, 2025 - Python
Structured Text Generation
Resource list for generating JSON using LLMs via function calling, tools, CFG. Libraries, Models, Notebooks, etc.
BAML is a language that helps you get structured data from LLMs, with the best DX possible. Works with all languages. Check out the promptfiddle.com playground
Efficient, Flexible and Portable 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]
Extract structured data from local or remote LLM models
TensorRT-LLM server with Structured Outputs (JSON) built with Rust
Structured Generation Evals
A guide to structured generation using constrained decoding
Speculative grammar backtracking algorithm for LLM decoding conforming to some lark context-free grammar (CFG)
Use `outlines` generators with Haystack.
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
Mistral AI Fine-tuning Hackathon
Progressively extracts structured information from multi-turn user chats using pydantic schemas and LLMs
A gentle tutorial on structured generation using Anthropic and Pydantic
Examples of code that use Outlines to enable structured text generation for LLMs running on Modal
A fiction machine inspired by Borges
Add a description, image, and links to the structured-generation topic page so that developers can more easily learn about it.
To associate your repository with the structured-generation topic, visit your repo's landing page and select "manage topics."