better text and score display fix

app.py

@@ -54,7 +54,7 @@ def run_query(query):
 
     # Get output
     generated_output = tokenizer_op._tokenizer.decode(batch_dict[CLS_PRED][0])
-    score = batch_dict['model.out.scores'][0][1][positive_token_id].item
+    score = batch_dict['model.out.scores'][0][1][positive_token_id].item()
     
     return generated_output,score
 
@@ -65,7 +65,10 @@ def create_and_run_query(prot1, prot2):
 
 def create_application():
     markup_text = f"""
-# Mammal protein binding demonstration
+# Mammal based Protein-Protein Interaction (PPI) demonstration
+
+Given two protein sequences, estimate if the proteins interact or not.
+
 ### Using the model from 
 
  ```{model_path} ```
@@ -89,7 +92,7 @@ def create_application():
                 value=protein_calcineurin,
             )
         with gr.Row():
-            run_mammal = gr.Button("Run Mammal query")
+            run_mammal = gr.Button("Run Mammal query for Protein-Protein Interaction",variant='primary')
         with gr.Row():
             query_box = gr.Textbox(label="Mammal query",lines=5)
         
@@ -98,8 +101,11 @@ def create_application():
             run_mammal.click(
                 fn=create_and_run_query,
                 inputs=[prot1,prot2],
-                outputs=[query_box,decoded,gr.Number(label='binding score')]
+                outputs=[query_box,decoded,gr.Number(label='PPI score')]
             )
+        with gr.Row():
+            gr.Markdown("```<SENTINEL_ID_0>``` contains the binding affinity class, which is ```<1>``` for interating and ```<0>``` for non-interating")
+            
     return demo
 
 def main():