Update app.py

app.py

@@ -220,10 +220,10 @@ def load_reviews_from_file(file_path):
 
 #Demo Section
 st.title("SpaGAN Demo")
-st.write("This demo allows you to select from a list of sample reviews that contrain both real and fake reviews.")
-st.write("Once selected, the identified geo-entities within the review will be color coded and displayed along with the review.")
-st.write("The model will construct a pseudo-sentence for each entity within the review, contextualizing each geo-entities closest neighbors from our dataset.")
-st.write("Finally, the entire review will be embedded and combined with the spatial embeddings and the model will determine whether the review is real or fake.")
+st.write("This demo lets you explore a curated list of sample reviews, containing a real and fake example.")
+st.write("Upon selecting a review, any identified geo-entities will be color coded for easy visualization.")
+st.write("For each geo-entity found, the model will generate a contextual pseudo-sentnece, highlighting its closest neighbors from our dataset.")
+st.write("Finally, the entire review is embedded and enriched with spatial embeddings, enabling the model to determine whether the review is authentic or fake.")
 
 # Define a color map and descriptions for different entity types
 COLOR_MAP = {