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llmpedia's Introduction

Streamlit App

LLMpedia

A streamlit app for keeping up with LLM related research.

Up-to-date coverage: https://gist.github.com/masta-g3/8f7227397b1053b42e727bbd6abf1d2e

Workflow

Everything is automated and stored in a DB.

  1. New paper title gets added to https://gist.github.com/masta-g3/1dd189493c1890df6e04aaea6d049643.
  2. Paper meta-data and content is fetched via the arxiv library and langchain's ArxivLoader.
  3. GPT runs reading and summarization process over paper content, generating template of output review.
  4. BERTopic model is run over full paper set to generate topic groups and labels.
  5. SDXL pipeline runs to generate paper thumbnail.
  6. Streamlit app is updated and deployed with new content.

Dev Dependencies

Environment Variables

The following environment variables are required to run the app (API keys + DB config):

OPENAI_API_KEY
COHERE_API_KEY
HUGGINGFACE_API_KEY
DB_NAME
DB_HOST
DB_PORT
DB_USER
DB_PASS

A populated database is also required to run the app; instructions for setting it up coming soon.

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