graph-of-thoughts

Streamlines and simplifies prompt design for both developers and non-technical users with a low code approach.

Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Model-agnostic framework with CLI/API for creative writing, synthetic data generation, and dialogue simulation.

A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"