Update app.py

app.py

@@ -37,18 +37,23 @@ def main():
         return response.json()
 
 
-    st.title("Vector-based of the r/ELI5 dataset with Sentence Transformers and Faiss")
+    st.title("Semantic Search for Questions on Reddit.")
 
-    st.markdown("""This application lets you perform a semantic search through questions in the r/ELI5 <a href="https://huggingface.co/datasets/eli5">dataset</a>.
-                    The questions and user input are encoded into a high-dimensional vectors space using a Sentence-Transformer model, and in particular the checkpoint <a href="https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2">sentence-transformers/all-MiniLM-L6-v2</a>.
+    st.write("""This application lets you perform a semantic search through questions in the r/ELI5 [dataset](https://huggingface.co/datasets/eli5).
+                    
+                    The questions and user input are encoded into a high-dimensional vectors space using a Sentence-Transformer model, and in particular the checkpoint [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2").
+                    
                     To perform the search we use FAISS, which performs an efficient similarity search through the (vectorized) questions.
+                    
                     The ELI5 dataset contains posts from three subreddits, AskScience (asks), AskHistorians (askh), and ExplainLikeImFive (eli5).
+                    
                     The score corresponds to the rating each answer recieved when posted on Reddit.
+
+                    User the slider on the left to change the number of results shown.
+                    
                     We unfortunately cannot verify the veracity of any of the answers posted!
                     """)
 
-    st.markdown(""" To change the number of search results listed, simply move the slider located in the sidebar. 
-                """)
     
     # User search
     user_input = st.text_area("Search box", "What is spacetime made out of?")