Update app.py

app.py

@@ -90,7 +90,7 @@ demo = gr.Interface(
 
     ### About The App 
      
-    This app is built as a part of the Data Science Weekend 2023 Challenge submission. This app aims to help fertilizer companies to map 
+    This app is built as a part of the Data Science Weekend (DSW) 2023 Challenge submission. This app aims to help fertilizer companies to map 
     free-text POS data of multiple types of products into their own fertilizer catalog. By using this app, the company will be able to
     decide whether a product is already available in their catalog, or whether it is a new product that needs (and eligible) to be added to 
     the catalog. <br>
@@ -98,15 +98,15 @@ demo = gr.Interface(
     ### How Does it Work?
 
     This app uses a combination of fuzzy matching and machine learning to determine whether a product is already available in the catalog or not.
-    When a product is not available in the catalog, we will use a IndoBERT model to determine if the product is a fertilizer and eligible to be
+    When a product is not available in the catalog, we will use an IndoBERT model to determine if the product is a fertilizer and eligible to be
     added to the catalog. Beforehand, we have fine-tuned the IndoBERT model using a combination of internal and external (web scraping) data, so the
     model will be able to learn how fertilizer products (especially the local ones) look like. <br>
 
-    ### What is the Flags For?
+    ### What are the Flags For?
 
-    The flag is a part of the Active Transfer Learning feature of this app. When a user flags a product as "Correct" or "Incorrect", the developer
+    The flag is a part of the "Active Transfer Learning" feature of this app. When a user flags an output as "Correct" or "Incorrect", the developer
     will be able to fine-tune the model using the user's input, hence improving the model's performance. So, please help us to improve the model by
-    flagging the prediction result! <br>
+    flagging the prediction result 🙏 <br>
 
     ### I want to test multiple inputs at once!