updated text

app.py

@@ -17,10 +17,11 @@ def run_query( prompt):
 
 with gr.Blocks(theme=gr.themes.Soft()) as demo:
     gr.Markdown("<h1><center>🔒Confidential code generation with BlindBox and Santacoder</center></h1>")
-    gr.Markdown("<br><p>You can use this demo to send a function definition to BigCode's open-source Santacoder model and get back an auto-completed function.</p>")
-    gr.Markdown("<br><p>The model is deployed within a highly-isolated Trusted Execution Environment, meaning that we, as the service provider, have no access to the data sent to this model!</p>")
+    gr.Markdown("<p>This is the demo for our article on deploying code generation LLM models with BlindBox: <b>AI-assisted code generation with privacy guarantees: Securely deploy SantaCoder with BlindBox</b><br>You can view the article  <a href='ai-assisted-code-generation-with-privacy-guarantees-securely-deploy-santacoder-with-blindbox'>here!</a> </p>")
+    gr.Markdown("<p>You can use this demo to send a function definition to BigCode's open-source Santacoder model and get back an auto-completed function.</p>")
+    gr.Markdown("<p>The model is deployed within a highly-isolated Trusted Execution Environment, meaning that we, as the service provider, have no access to the data sent to this model!</p>")
     with gr.Column():
-        prompt = gr.Textbox(lines=2, placeholder="Enter function definition here e.g. def print_name(name):")
+        prompt = gr.Textbox(lines=2, placeholder="Enter function definition here e.g. def add_together(x,y):")
     with gr.Column():
         trigger = gr.Button("Test query")
     with gr.Column():