Update app.py

app.py

@@ -475,24 +475,13 @@ def calculate_dot_product_and_representations_independent(query_model_choice, do
 
     # Overlapping Terms Dot Products
     if sorted_overlapping_dot_products:
-        full_output += "### Dot Products of Overlapping Terms:\n"
-        full_output += "*(Term: Query_Weight x Document_Weight = Product)*\n\n"
-        overlap_list = []
-        for term, product_val in sorted_overlapping_dot_products:
-            # Get individual weights for display
-            query_weight = query_vector[query_tokenizer.encode(term, add_special_tokens=False)[0]].item()
-            doc_weight = doc_vector[doc_tokenizer.encode(term, add_special_tokens=False)[0]].item()
-
-            if query_is_binary and doc_is_binary:
-                 overlap_list.append(f"**{term}**: 1.0000 x 1.0000 = {product_val:.4f}")
-            elif query_is_binary:
-                overlap_list.append(f"**{term}**: 1.0000 x {doc_weight:.4f} = {product_val:.4f}")
-            elif doc_is_binary:
-                overlap_list.append(f"**{term}**: {query_weight:.4f} x 1.0000 = {product_val:.4f}")
-            else:
-                overlap_list.append(f"**{term}**: {query_weight:.4f} x {doc_weight:.4f} = {product_val:.4f}")
-        full_output += ", ".join(overlap_list) + ".\n\n"
-        full_output += "---\n\n"
+                full_output += "### Dot Products of Overlapping Terms:\n"
+                full_output += "\n" # Removed the individual weight explanation
+                overlap_list = []
+                for term, product_val in sorted_overlapping_dot_products:
+                    overlap_list.append(f"**{term}**: {product_val:.4f}") # Simplified to just the dot product
+                full_output += ", ".join(overlap_list) + ".\n\n"
+                full_output += "---\n\n"
     else:
         full_output += "### No Overlapping Terms Found.\n\n"
         full_output += "---\n\n"