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www.aimodels.fyi/papers/arxiv/a...s-through-large

Overview

  • AgroLLM is an AI chatbot for agriculture knowledge-sharing
  • Uses LLMs with Retrieval-Augmented Generation (RAG) framework
  • Leverages open-source agricultural database for accurate responses
  • FAISS vector database enables efficient knowledge retrieval
  • Compared performance of Gemini 1.5 Flash, ChatGPT-4o Mini, and Mistral-7B
  • ChatGPT-4o Mini with RAG achieved highest accuracy (93%)
  • Designed to assist farmers, researchers, and agricultural professionals