Update README with Enhanced RAG system instructions

README.md

@@ -32,8 +32,8 @@ This is a custom state-of-the-art sentence embedding model trained specifically
 ```bash
 pip install torch sentencepiece scikit-learn matplotlib
 git lfs install 
-git clone https://huggingface.co/DeepMostInnovations/hindi-embedding-foundational-model
-cd hindi-embedding-foundational-model
+git clone https://huggingface.co/DeepMostInnovations/hindi-embedding-foundational-model-10B
+cd hindi-embedding-foundational-model-10B
 ```
 
 ### Enhanced RAG System
@@ -63,7 +63,7 @@ python hindi-rag-system.py --model_dir /path/to/your/model --tokenizer_dir /path
 from hindi_embeddings import HindiEmbedder
 
 # Initialize the embedder
-model = HindiEmbedder("path/to/hindi-embedding-foundational-model")
+model = HindiEmbedder("path/to/hindi-embedding-foundational-model-10B")
 
 # Encode sentences to embeddings
 sentences = [
@@ -139,6 +139,6 @@ If you use this model in your research or application, please cite us:
   title = {Hindi Sentence Embeddings Model},
   year = {2025},
   publisher = {Hugging Face},
-  howpublished = {\url{https://huggingface.co/DeepMostInnovations/hindi-embedding-foundational-model}}
+  howpublished = {\url{https://huggingface.co/DeepMostInnovations/hindi-embedding-foundational-model-10B}}
 }
 ```