Update app.py

app.py

@@ -487,13 +487,13 @@ def calculate_dot_product_and_representations_independent(query_model_choice, do
         full_output += "---\n\n"
 
     # Query Representation
-    full_output += f"#### Query Representation: {query_model_name_display}:\n" # Smaller heading for sub-section
+    full_output += f"#### Query Representation: {query_model_name_display}\n" # Smaller heading for sub-section
     full_output += f"> {query_main_rep_str}\n" # Using blockquote for the sparse list
     full_output += f"> {query_info_str}\n" # Using blockquote for info as well
     full_output += "\n---\n\n" # Separator
 
     # Document Representation
-    full_output += f"#### Document Representation: {doc_model_name_display}:\n" # Smaller heading for sub-section
+    full_output += f"#### Document Representation: {doc_model_name_display}\n" # Smaller heading for sub-section
     full_output += f"> {doc_main_rep_str}\n" # Using blockquote
     full_output += f"> {doc_info_str}" # Using blockquote