Update LiveRAG_README.md

LiveRAG_README.md

@@ -4,11 +4,11 @@
 
 
 
-## 1. 👣 LiveRAG Challenge Onboarding
+# 1. 👣 LiveRAG Challenge Onboarding
 
 
   
-### 1.1 Setting up your AWS accounts - See [AWS Accounts instructions - section 1](Operational_Instructions/AWS_Accounts_for_LiveRAG.md) for the full details
+## 1.1 Setting up your AWS accounts - See [AWS Accounts instructions - section 1](Operational_Instructions/AWS_Accounts_for_LiveRAG.md) for the full details
 
   1. Accessing the AWS LiveRAG account - follow the instructions you received by email\
   2. Applying your AWS credits to your team account - follow the instructions you received by email\
@@ -17,41 +17,41 @@
  IF YOU EXCEED YOUR CREDITS, YOU WILL BE DIRECTED CHARGED AND NOT BE REFUNDED BY THE ORGANIZERS</B> 
  </center>
  
-### 1.2 Setting your Pinecone account if you want to build your own dense index
+## 1.2 Setting your Pinecone account if you want to build your own dense index
 
   1. Sign up for a [Pinecone](https://pinecone.io ) account, adding a payment method (upgrade to standard). You will not be charged at this time\
   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)
 
    
 ---
-## 2. 👣 LiveRAG Challenge Step-by-Step Guide
+# 2. 👣 LiveRAG Challenge Step-by-Step Guide
 
-### 2.1 Accessing or building your RAG indices\
+## 2.1 Accessing or building your RAG indices\
   You can use the pre-built indices, [Pinecone](https://www.pinecone.io/) and [OpenSearch](https://opensearch.org/) or build your own indices on top of the same of [FineWeb Sample-10BT](https://huggingface.co/datasets/HuggingFaceFW/fineweb/viewer/sample-10BT) corpus 
   1. To use the pre-built indices follow this [sample notebook](Operational_Instructions/Indices_Usage_Examples_for_LiveRAG.ipynb) 
   2. To build your own **OpenSearch** index, create or use your existing AWS account and apply the provided AWS credits to save costs (see [here](Operational_Instructions/AWS_Accounts_for_LiveRAG.md))\
   3. To build your own **Pinecone** index, create or use your existing Pinecone account and apply the provided Pinecone credits to save costs (see [here](Operational_Instructions/Pinecone_for_LiveRAG.md)) 
 
-### 2.2 Accessing DataMorgana and Falcon3-10B-Instruct via AI71-Platform 
-  2.1 Login to your [AI71-Platform account](https://platform.ai71.ai) after you followed the onboarding instructions 
-  2.2 Access the DataMorgana [Sandbox](https://platform.ai71.ai/playground) and [try it](Operational_Instructions/DM_Sandbox.md) to get your first Q&A\
-  2.3 Create your AI71-Platform [API key](https://platform.ai71.ai/api-keys) 
-    2.3.1 Use your AI71-Platform key for programatic access to DataMorgana bulk requests generation via its [API](Operational_Instructions/DM_API_usage_example.ipynb)\
-    2.3.2 Use your AI71-Platform key for programatic access to Falcon3-10B-Instruct (see [AI71 documentation](https://platform.ai71.ai/documentation))\
+## 2.2 Accessing DataMorgana and Falcon3-10B-Instruct via AI71-Platform 
+  1. Login to your [AI71-Platform account](https://platform.ai71.ai) after you followed the onboarding instructions 
+  2. Access the DataMorgana [Sandbox](https://platform.ai71.ai/playground) and [try it](Operational_Instructions/DM_Sandbox.md) to get your first Q&A\
+  3. Create your AI71-Platform [API key](https://platform.ai71.ai/api-keys) 
+    3.1 Use your AI71-Platform key for programatic access to DataMorgana bulk requests generation via its [API](Operational_Instructions/DM_API_usage_example.ipynb)\
+    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
 
-3.Building, training, and evaluating your RAG system\
-  3.1 Build your RAG system in your AWS Team account leveraging your FineWeb indices - make sure to use Falcon3-10B-Instruct to generate answers 
-  3.2 Train your RAG system using synthetic Q&A pairs generated by DataMorgana [API](Operational_Instructions/DM_API_usage_example.ipynb) 
-  3.3 Evaluate your RAG system using the [evaluation guidelines](Operational_Instructions/Evaluation_Guidelines_for_LiveRAG.md) 
+## 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 live event details will be added soon...
+## 4. LiveRAG live event details will be added soon...
 
 You may contact the organizers via:
  - sigir2025-liverag-gen@tii.ae - for general issues