louis.ai

Description

An implementation of an agentic paralegal using advanced RAG retrieval and ranking techniques.

Installation

pip install -r requirements.txt

sudo chmod 777 create_vectordb.sh
./create_vectordb.sh

echo "run the scripts within main.ipynb"

Technologies

• OpenAI GPT-3.5-turbo-0125
• OpenAI text-embedding-3-large
• Langchain
• Langgraph
• Langsmith
• pgvector
• LlamaCloud
• TAVILY

Methodology

RAG

• Ranking: RankNet, LambdaRank, LambdaMART
• ColBERT
• Retrieval: RAPTOR, Multi-Representation-Indexing,