update

processors/bias_processor.py

@@ -155,10 +155,10 @@ The overall bias difference is {bias_results['comparative']['overall']['differen
 
         # Return all components together
         visualization_components = [
-            results_markdown,
-            fig1,
-            fig2,
-            fig3
+            gr.Markdown(results_markdown),  # Wrap text in gr.Markdown
+            gr.Plot(fig1),                 # Wrap plotly figure in gr.Plot
+            gr.Plot(fig2),                 # Wrap plotly figure in gr.Plot
+            gr.Plot(fig3)                  # Wrap plotly figure in gr.Plot
         ]
 
         return (