Update app.py

app.py

@@ -15,7 +15,7 @@ START = False
 COMPLETED = False
 PLACEHOLDER = "Enter your article"
 
-st.markdown("Extractive Summarization for Large Articles 😊")
+st.markdown("# Inference-Time Optimization for Large Article Summarization 😊")
 
 article = st.text_input(
     label="Welcome, enter your article, press enter, and then Summarize",
@@ -98,7 +98,7 @@ if START and not COMPLETED:
 	else:
 		with tmp_out.container():
 			st.write("Input token count (",num_toks,") > token limit (",summarizer_token_limit,"), optimizing ...")
-			st.write(f"Going Beyong {model_name} Token limit:", summarizer_token_limit)
+			st.write(f"Going beyond {model_name} token limit:", summarizer_token_limit)
 
 		input_sent_toks = sent_tokenize(article)
 		embeddings = make_embeddings(input_sent_toks, mean_pooling)