Update app.py

app.py

@@ -97,29 +97,8 @@ def update_leaderboard(selected_methods, selected_metrics):
 
 # ------- Visualisation helpers ---------------------------------------------
 
-def get_plot_explanation(benchmark_type, x_metric, y_metric, aspect, dataset, single_metric):
-    if benchmark_type == "similarity":
-        return (
-            f"Scatter plot compares models on **{x_metric}** (x‑axis) and **{y_metric}** (y‑axis). "
-            "Upper‑right points indicate jointly strong performance."
-        )
-    if benchmark_type == "function":
-        return (
-            f"Heat‑map shows model scores for **{aspect.upper()}** terms with **{single_metric}**. "
-            "Darker squares → better predictions."
-        )
-    if benchmark_type == "family":
-        return (
-            f"Box‑plots summarise cross‑fold MCC on **{dataset}**; higher medians are better."
-        )
-    if benchmark_type == "affinity":
-        return (
-            f"Box‑plots display distribution of **{single_metric}** scores for affinity prediction; higher values are better."
-        )
-    return ""
-
 
-def generate_plot_and_explanation(benchmark_type, methods_selected, x_metric, y_metric, aspect, dataset, single_metric):
+def generate_plot(benchmark_type, methods_selected, x_metric, y_metric, aspect, dataset, single_metric):
     plot_path = benchmark_plot(
         benchmark_type,
         methods_selected,
@@ -129,8 +108,7 @@ def generate_plot_and_explanation(benchmark_type, methods_selected, x_metric, y_
         dataset,
         single_metric,
     )
-    explanation = get_plot_explanation(benchmark_type, x_metric, y_metric, aspect, dataset, single_metric)
-    return explanation, plot_path
+    return plot_path
 
 # ---------------------------------------------------------------------------
 # Custom CSS for frozen first column and clearer table styles
@@ -258,7 +236,7 @@ with block:
         # ------------------------------------------------------------------
         # 2️⃣  Visualisation tab
         # ------------------------------------------------------------------
-        with gr.TabItem("📊 Visualizations", elem_id="probe-benchmark-tab-visualization", id=2):
+        with gr.TabItem("📊 Visualization", elem_id="probe-benchmark-tab-visualization", id=2):
             gr.Markdown(
                 """## **Interactive Visualizations**  
                 Choose a benchmark type; context‑specific options will appear. Click **Plot** and an explanation will follow the figure.""",
@@ -298,7 +276,7 @@ with block:
                 ],
             )
             plot_button.click(
-                generate_plot_and_explanation,
+                generate_plot,
                 inputs=[
                     vis_benchmark_type_selector,
                     vis_method_selector,
@@ -308,7 +286,7 @@ with block:
                     vis_dataset_selector,
                     vis_single_metric_selector,
                 ],
-                outputs=[plot_explanation, plot_output],
+                outputs=[plot_output],
             )
 
         # ------------------------------------------------------------------