Update app.py

app.py

@@ -46,8 +46,9 @@ demo = gr.Interface(
     ),
     outputs=gr.HighlightedText(),
     #outputs=gr.HTML(label="Identified Medical Entities"),
-    title="French Healthcare NER Demo | As featured in 'NLP on OCI'",
+    title="French Healthcare NER Demo",
     description="""
+    As featured in **Natural Language Processing on Oracle Cloud Infrastructure: Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face**.
     🔬 Live demo of the French Healthcare NER model built in Chapter 6 of the book 'Natural Language Processing on Oracle Cloud Infrastructure: Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face Kindle Edition'
     
     📚 Follow along with the book to build this exact model step-by-step
@@ -55,6 +56,30 @@ demo = gr.Interface(
     ⚡ Model Trained on Oracle Cloud Infrastructure (OCI)
     
     By [Hicham Assoudi] - AI Researcher (Ph.D.) • Oracle Consultant • Author 
+    # French Healthcare NER Demo
+    As featured in _Natural Language Processing on Oracle Cloud Infrastructure: Building Transformer-Based NLP Solutions Using Oracle AI and Hugging Face_.
+    
+    ### 🔬 Live Demo
+    Experience a demonstration of the French Healthcare NER model described in Chapter 6 of the book.
+    
+    ### 📚 Educational Focus
+    Learn step-by-step how to build this model, from architecture decisions to deployment.
+    
+    ### 🏥 Applications
+    Explore the potential of healthcare NLP for medical text analysis, clinical studies, and compliance.
+    
+    ### ⚡ Built on OCI
+    The model was trained on Oracle Cloud Infrastructure (OCI) to leverage its AI capabilities.
+    
+    ---
+    
+    ### **Disclaimer**
+    This is a **demo model** provided for educational purposes. It was trained on a limited dataset and is not intended for production use, clinical decision-making, or real-world medical applications.
+    
+    ---
+    
+    _By **Hicham Assoudi** – AI Researcher (Ph.D.), Oracle Consultant, and Author._
+
     """,
     examples=[
         ["Le medecin donne des antibiotiques en cas d'infections des voies respiratoires e.g. pneumonie."],