Microsoft LIDA

lastmod 2023-09-01created 2023-09-011 edits

Automatic Generation of Visualizations and Infographics using Large Language Models

Automatic generation of visualizations/infographics using LLMs

Features

• A grammar-agnostic visualization and infographic generation tool based on IGMs (image generation models) and LLMs (large language models)
• Consists of 4 modules
  • SUMMARIZER: converts data into a natural language summary
  • GOAL EXPLORER: enumerates visualization goals for the given data
  • VISGENERATOR: generates/refines/executes/filters visualization code
  • INFOGRAPHER: generates graphics faithful to the data using IGMs
• Provides a Python API
• Generates interactive charts, infographics, and data stories through a hybrid UI (direct manipulation or multilingual natural language)

See also

• Microsoft
• LLM

Favorite site

• LIDA | LIDA: Automated Visualizations with LLMs
• microsoft/lida