More bug fixes

category_matching.py

@@ -154,11 +154,8 @@ def match_products_to_categories(product_names: List[str], categories: Dict[str,
     progress_tracker(0.8, desc="Processing results")
     
     for product, product_similarities in similarities.items():
-        # Filter by threshold and take top N
-        filtered_categories = [(category_id, score) 
-                              for category_id, score in product_similarities
-                              if score >= confidence_threshold]
-        top_categories = filtered_categories[:top_n]
+        # Take top N without filtering by threshold
+        top_categories = product_similarities[:top_n]
         
         # Add category texts to the results
         results[product] = [(category_id, categories.get(category_id, "Unknown"), score) 
@@ -228,6 +225,10 @@ def hybrid_category_matching(products: List[str], categories: Dict[str, str],
                 query = f"Which category best describes the product: {expanded_descriptions[product]}"
             else:
                 query = f"Which category best describes the product: {product}"
+            
+
+            print(f"Query: {query}")
+
             reranking = client.rerank(
                 query=query,
                 documents=candidate_texts,
@@ -237,6 +238,7 @@ def hybrid_category_matching(products: List[str], categories: Dict[str, str],
             
             # Process re-ranking results
             product_categories = []
+            print(f"RERAANKING RESULTS: {reranking.results}")
             for result in reranking.results:
                 # Find the category ID for this result
                 candidate_index = candidate_texts.index(result.document)

ui_hybrid_matching.py

@@ -98,6 +98,8 @@ def categorize_products_with_voyage_reranking(product_input, is_file=False, use_
     if not formatted_results:
         return "<div style='color: #d32f2f; font-weight: bold; padding: 20px;'>No results found. Please check your input or try different products.</div>"
     
+    print(f"FORMAT RESULTS: {formatted_results}")
+
     result_html = format_reranking_results_html(
         results=formatted_results,
         match_type=match_type,