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Stock Summary and Financial Metrics with Local LLM

This project utilizes LangChain to generate summaries of stock transcripts using a local Language Model (LLM). The project stores summarized data in ChromaDB for easy access and uses MongoDB to manage financial metrics associated with the stocks.

Features

  • LangChain Integration: Summarizes stock transcripts using a local LLM.
  • ChromaDB: Stores and indexes stock summaries for efficient retrieval.
  • MongoDB: Stores financial metrics such as revenue, earnings, etc.

Current results - BERTScorer

lexrank gpt4all-falcon-q4_0
Precision 0.385635 0.421326
Recall 0.503401 0.511537
F1 0.436718 0.462069

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