Update app.py

app.py

@@ -19,11 +19,12 @@ classifier = TextClassificationPipeline(model=model,
                                         return_all_scores=True)
                                         
 # basic elements of page
-title = "Work From Home Predictor"
-description = "Demo application that predicts the pressence of work from home in any given sequence of text."
-article = ""    # text at the end of the app
+title = "Remote Work Detection Application"
+description = "Online tool accompanying the paper *Remote Work across Jobs, Employers, and Countries∗ (Hansen et al. 2022). The application allows the user to input arbitrary text and receive a predicted probability of the text exhibiting the possibility of remote work."
+
+article = "Some more text"    # text at the end of the app
 examples = [
-    ["This is a work from home position.", 0.9],
+    ["This is a work from home position.", 0.5],
     ["This position does not allow remote work.", 0.5],
     ]
 
@@ -50,7 +51,7 @@ label = gr.outputs.Label(num_top_classes=1, type="confidences", label="Binary cl
 text_output = gr.outputs.Textbox(type="auto", label="Predicted probability")
 
 app = gr.Interface(fn=[predict_wfh],
-                  inputs=[gr.inputs.Textbox(lines=10, label="Input text"), gr.inputs.Slider(0, 1, 0.001, label="Classification threshold", default=0.998)],
+                  inputs=[gr.inputs.Textbox(lines=10, label="Input text"), gr.inputs.Slider(0, 1, 0.001, label="Classification threshold", default=0.5)],
                   outputs=[label, text_output],
                   theme="huggingface",
                   title=title,