Knowledge Graphs

Extract knowledge graphs from papers and improve LLM reasoning with contextual understanding and a chain-of-thought system through HybridRAG.

Architecture

Agents

PDF Ingestion (LLMGraphTransformer)
LLM response agents

Usage

Setup API Keys in .env_example and rename it to .env
Install requirements in virtual env with pip install -r requirements.txt
Cd into /pipeline and run streamlit run stream.py

References

https://arxiv.org/abs/2501.00309v2