Add application file

app.py

@@ -0,0 +1,21 @@
+# REF: https://gradio.app/named_entity_recognition/
+from transformers import pipeline
+
+import gradio as gr
+
+ner_pipeline = pipeline("ner")
+
+examples = [
+    "Does Chicago have any stores and does Joe live here?",
+]
+
+def ner(text):
+    output = ner_pipeline(text)
+    return {"text": text, "entities": output}    
+
+demo = gr.Interface(ner,
+             gr.Textbox(placeholder="Enter sentence here..."), 
+             gr.HighlightedText(),
+             examples=examples)
+
+demo.launch()