[doc] - correct readme.md

Author: alitourani

README.md

@@ -1,12 +1,12 @@
 # RAG-VisualRec
 
-This repository contains a resource of an open resource for vision and text-enhanced Retrieval-Augmented Generation (RAG) in the recommendation domain. RAG-VisualRec provides a new, reproducible test‑bed for multimodal RAG research. It is designed as a transparent, modular, and extensible resource for rigorous multimodal recommendation research, with a primary goal of bridging the gap between theoretical advances (e.g., fusion techniques, textual data augmentation, multi-modal retrieval, augmented generation) and practical, reproducible workflows that any researcher can adapt or extend.
+This repository contains a resource of an open resource for **vision and text-enhanced Retrieval-Augmented Generation (RAG)** in the recommendation domain. **RAG-VisualRec** provides a new, reproducible test‑bed for multimodal RAG research. It is designed as a transparent, modular, and extensible resource for rigorous multimodal recommendation research, with a primary goal of bridging the gap between theoretical advances (e.g., fusion techniques, textual data augmentation, multi-modal retrieval, augmented generation) and practical, reproducible workflows that any researcher can adapt or extend.
 
 ![RAG-VisualRec](./docs/RAG-VisualRec.png "RAG-VisualRec")
 
 ## 🧠 Architecture
 
-The pipeline contains below steps:
+The overall pipeline of **RAG-VisualRec** contains below steps:
 
 - Data preparation and Ingestion, starting with MovieLens (`latest-small` and `1M`) dataset
 - Multimodal embedding extraction (including textual, visual, and audio)

codes/README.md

@@ -1,7 +1,10 @@
-# RAG-VisualRec Codes
+# RAG-VisualRec Pipeline
 
-Here you can find Google Colab files to generate recommendation results and visualization outputs:
+Here you can find **Google Colab** notebooks related to RAG-VisualRec in the below:
 
+## 🚀 Pipeline
 - [RAG-VisualRec Pipeline](https://github.com/RecSys-lab/RAG-VisualRec/blob/main/codes/RAG_VisualRec.ipynb)
+
+## 📊 Evaluation and Visualization
 - [Bar Chart - Ablation Study](https://github.com/RecSys-lab/RAG-VisualRec/blob/main/codes/bar_chart_evaluation.ipynb)
 - [Radar Chart - Modality Impact](https://github.com/RecSys-lab/RAG-VisualRec/blob/main/codes/radar_chart_evaluation.ipynb)