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app.py

@@ -26,14 +26,15 @@ from utils.retriever import (
 )
 
 
-st.title("Instructor XL Embeddings")
+st.title("Instructor-XL Embeddings")
 
 
 st.write(
     """The app compares the performance of different instructions using the Instructor-XL Embedding Model on the text from AMD's Q1 2020 Earnings Call Transcript. 
     The app uses a two stage retreival process: 
     1. BM-25 to filter the results based on keyword matching, 
-    2. Instructor-XL to perform Semantic Search."""
+    2. Instructor-XL to perform Semantic Search.
+    """
 )
 
 use_bm25 = st.checkbox('Use BM25 for filtering results')
@@ -134,6 +135,9 @@ index_mapping = {
 }
 
 with col2:
+    st.write(
+        "Choose an instruction for creating the text embedding"
+    )
     text_embedding_instruction = st.selectbox(
         "Select instruction for Text Embedding",
         text_embedding_instructions_choice,