app.py

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()