Update app.py

app.py

@@ -53,7 +53,7 @@ with gr.Blocks(title="Textile Machinery NER Demo") as demo:
     gr.Markdown(
         """
         # Textile Machinery Entity Recognition Demo
-        This demo selects a random text snippet from a CSV file and identifies "Textile Machinery" entities using a fine-tuned GLiNER model.
+        This demo selects a random text snippet from the Science Museum's 1921 catalogue and identifies "Textile Machinery" entities using a fine-tuned GLiNER model developed by the Congruence Engine project.
         """
     )
 
@@ -64,7 +64,8 @@ with gr.Blocks(title="Textile Machinery NER Demo") as demo:
         lines=5
     )
 
-    output_highlighted = gr.HTML(label="Predicted Entities")
+    # Use HighlightedText to show the entities
+    output_highlighted = gr.HighlightedText(label="Predicted Entities")
     output_entities = gr.JSON(label="Entities")
 
     submit_btn = gr.Button("Find Textile Machinery!")