Update app.py

app.py

@@ -763,11 +763,10 @@ def create_interface():
         6. **🔍 Click "Analyse Text"** to see results with organized output 
                 (Common/custom entities which overlap are shown with split-colour highlighting)
         """)
-        
         # Add tip box
         gr.HTML("""
         <div style="background-color: #fff3cd; border: 1px solid #ffeaa7; border-radius: 8px; padding: 12px; margin: 15px 0;">
-            <strong style="color: #856404;">💡 Top tip:</strong> All models can both miss entities and/or miss categorise entity types - so keep an eye out for this.
+            <strong style="color: #856404;">💡 Top tip:</strong> No model is perfect - all can miss and/or incorrectly identify entity types.
         </div>
         """)
         
@@ -828,10 +827,10 @@ def create_interface():
                 )
             
             with gr.Column():
-                gr.Markdown("### ✨ Custom Entity Types (Powered by GLiNER)")
+                gr.Markdown("### ✨ Custom Entity Types - Powered by GLiNER)")
                 custom_entities = gr.Textbox(
                     label="Custom Entities (comma-separated)",
-                    placeholder="e.g. relationships, occupations, skills, emotions",
+                    placeholder="e.g. relationships, civilian occupations, emotions",
                     lines=3
                 )
                 gr.Markdown("""
@@ -839,9 +838,9 @@ def create_interface():
                 - relationships, occupations, skills
                 - emotions, actions, objects  
                 - medical conditions, treatments
-                - financial terms, business roles
                 
-                *GLiNER model will extract these custom entity types from your text*
+                
+                
                 """)
         
         # Add glossary here (Option 1: below selection box but above analyse button)