Update app.py

app.py

@@ -67,7 +67,7 @@ def correct_text(text: str, checker, corrector, separator: str = " ") -> str:
         # Check the grammar quality of the text using the text-classification pipeline
         results = checker(raw_text)
 
-        # Only correct the text if the results of the text-classification are not LABEL_1 or are LABEL_1 with a score below 0.9
+        # Only correct the text if the results of the text classification are not LABEL_1 or are LABEL_1 with a score below 0.9
         if results[0]["label"] != "LABEL_1" or (
             results[0]["label"] == "LABEL_1" and results[0]["score"] < 0.9
         ):
@@ -89,16 +89,6 @@ def update(text: str):
 
 
 with gr.Blocks() as demo:
-    gr.Markdown("# <center>Robust Grammar Correction with FLAN-T5</center>")
-    gr.Markdown(
-        "**Instructions:** Enter the text you want to correct in the textbox below (_text will be truncated to 4000 characters_). Click 'Process' to run."
-    )
-    gr.Markdown(
-        """Models:
-    - `textattack/roberta-base-CoLA` for grammar quality detection
-    - `pszemraj/flan-t5-large-grammar-synthesis` for grammar correction
-    """
-    )
     with gr.Row():
         inp = gr.Textbox(
             label="input",
@@ -109,8 +99,6 @@ with gr.Blocks() as demo:
     btn = gr.Button("Process")
     btn.click(fn=update, inputs=inp, outputs=out)
     gr.Markdown("---")
-    gr.Markdown(
-        "- see the [model card](https://huggingface.co/pszemraj/flan-t5-large-grammar-synthesis) for more info"
-    )
+    gr.Markdown("")
     gr.Markdown("- if experiencing long wait times, feel free to duplicate the space!")
 demo.launch()