Update LiveRAG_README.md

LiveRAG_README.md

@@ -22,7 +22,7 @@
   2. Send mail sigir2025-liverag-tech@tii.ae with your team information and Pinecone account name and we will apply the $750 credits to your account\
  **Remark:** Do you use Pinecone servcies until you see the allocated credits appear in your account, otherwise you will be charged
 
-## 1.3. Register to AI71-Platform to access DataMorgana and Falcon3-10B-Instruct LLM
+## 1.3 Register to AI71-Platform to access DataMorgana and Falcon3-10B-Instruct LLM
 
   1. Register to [AI71-Platform](https://platform.ai71.ai/register) and send the email address used for registration to sigir2025-liverag-tech@tii.ae 
   2. After you're notified that you are approved, login to your [AI71-Platform account](https://platform.ai71.ai)\
@@ -46,12 +46,13 @@
     3.2 Use your AI71-Platform key for programatic access to Falcon3-10B-Instruct (see [AI71 documentation](https://platform.ai71.ai/documentation))\
     **Remark:** Accessing Falcon via the AI71-Platform API is optional and recommended for a quick start. However, for a robust solution, suitable for the live event, it is recommended to set up your own Falcon3-10B-Instruct instance
 
-## 2.3. Building, training, and evaluating your RAG system
+## 2.3 Building, training, and evaluating your RAG system
   1. Build your RAG system in your AWS Team account leveraging your FineWeb indices - make sure to use Falcon3-10B-Instruct to generate answers 
   2. Train your RAG system using synthetic Q&A pairs generated by DataMorgana [API](Operational_Instructions/DM_API_usage_example.ipynb) 
   3. Evaluate your RAG system using the [evaluation guidelines](Operational_Instructions/Evaluation_Guidelines_for_LiveRAG.md) 
 
-## 4. LiveRAG Challenge day details will be added soon...
+## 3. LiveRAG Challenge day details will be added soon...
+
 
 You may contact the organizers via:
  - sigir2025-liverag-gen@tii.ae - for general issues