README updated

README.md

@@ -11,23 +11,24 @@ pinned: false
 
 This code creates a web interface using Gradio that combines INSPIRE HEP (High Energy Physics) database searches with AI-powered responses. Here's what it does:
 
-Search Enhancement:
+## Search Enhancement:
+
+1. Takes a user query and uses GPT-4 to expand it into multiple relevant search variations
+2. Searches the INSPIRE HEP database using these expanded queries
 
-Takes a user query and uses GPT-4 to expand it into multiple relevant search variations
-Searches the INSPIRE HEP database using these expanded queries
 Example: "how far are black holes?" gets expanded into multiple variations like "distance from black holes", "remoteness of black holes", etc.
 
 
-Result Processing:
+## Result Processing:
 
-Retrieves academic papers from INSPIRE HEP
-Formats the paper metadata including authors, year, title, and DOI
-Creates a context from the papers' titles and abstracts
+1. Retrieves academic papers from INSPIRE HEP
+2. Formats the paper metadata including authors, year, title, and DOI
+3. Creates a context from the papers' titles and abstracts
 
 
-AI Answer Generation:
+## AI Answer Generation:
 
-Uses GPT-4 to generate a comprehensive answer based on the search results
-Citations are included in the format [1], [2], etc.
-Cleans up and renumbers the references to match only the cited papers
-Provides a summary at the end of each answer
+1. Uses GPT-4 to generate a comprehensive answer based on the search results
+2. Citations are included in the format [1], [2], etc.
+3. Cleans up and renumbers the references to match only the cited papers
+4. Provides a summary at the end of each answer