Fix markdown in article

app.py

@@ -86,7 +86,7 @@ with st.beta_expander("Usage"):
 with st.beta_expander("Article"):
     st.write(read_markdown("abstract.md"))
     st.write(read_markdown("caveats.md"))
-    st.write("# Methodology")
+    st.write("## Methodology")
     st.image(
         "./misc/Multilingual-IC.png"
     )

sections/social_impact.md

@@ -1,4 +1,4 @@
-##s Social Impact
+## Social Impact
 Being able to automatically describe the content of an image using properly formed sentences in any language is a challenging task, but it could have great impact by helping visually impaired people better understand their surroundings.
 
 Our initial plan was to include 4 high-resource and 4 low-resource languages (Marathi, Bengali, Urdu, Telegu) in our training data. However, the existing translations do not perform as well and we would have received poor labels, not to mention, with a longer training time.