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recipes/quickstart/Multi-Modal-RAG/README.md

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 ## Story Overview: Multi-Modal RAG using `Llama-3.2-11B` model: 
 
-- **Data Labeling and Preparation:** We start by downloading 5000 images of clothing items and labeling them using 11B model
+- **Data Labeling and Preparation:** We start by downloading 5000 images of clothing items and labeling them using `Llama-3.2-11B-Vision-Instruct` model
 - **Cleaning Labels:** With the labels based on the notebook above, we will then clean the dataset and prepare it for RAG
 - **Building Vector DB and RAG Pipeline:** With the final clean dataset, we can use descriptions and 11B model to generate recommendations