Update app.py

app.py

@@ -389,7 +389,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css, title="PEEB") as demo:
     with gr.Column():
         title_text = gr.Markdown("# A classifier with Part-based Explainable and Editable Bottleneck (PEEB) | Demo")
         gr.Markdown(
-            "
+            """
             Here is a PEEB classifier pre-trained on Bird-11K and finetuned on CUB-200 (see our [NAACL 2024 paper](https://arxiv.org/abs/2403.05297) and [code](https://github.com/anguyen8/peeb/tree/inspect_ddp)).\n The demo shows how one runs PEEB on an existing image and edit descriptors to modify the classifier (without any re-training).
             \n
             Steps:
@@ -397,7 +397,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css, title="PEEB") as demo:
             2. **Hover mouse over text descriptors** to see the corresponding region used to match to each text descriptor.
             3. **Edit the text under [Custom Descriptions]()** which correspond to one extra, new class (i.e. 200+1 = 201). Further editing will overwrite this class' descriptors.
             4. **Click on Predict** to see the grounded explanations and the top-1 label for the newly modified CUB-201 classifier.            
-            "
+            """
         )
 
     # display the gallery of images
@@ -423,7 +423,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css, title="PEEB") as demo:
                 # xclip_edit_button = gr.Button(label="Edit", value="Reset Descriptions")
                 xclip_edit_button = gr.Button(value="Reset Descriptions")
                 custom_pred_label = gr.Markdown(
-                    "### Custom Descritpions:"
+                    "### Custom Descriptions:"
                 )
                 xclip_textbox = gr.Textbox(lines=12, placeholder="Edit the descriptions here", visible=False)
                 # ai_explanation = gr.Image(type="numpy", visible=True, show_label=False, height=500)