Update app.py

app.py

@@ -94,7 +94,7 @@ compression_retriever = ContextualCompressionRetriever(
 )
 
 # Contextualization prompt and retriever
-contextualize_q_system_prompt = """Given a chat history and the latest user question \
+contextualize_q_system_prompt = """ Given a chat history and the latest user question \
 which might reference context in the chat history, formulate a standalone question \
 which can be understood without the chat history. Do NOT answer the question, \
 just reformulate it if needed and otherwise return it as is.
@@ -110,8 +110,9 @@ history_aware_retriever = create_history_aware_retriever(llm, compression_retrie
 
 # QA system prompt and chain
 qa_system_prompt = """ You are a highly skilled information retrieval assistant. Use the following context to answer questions effectively. 
-If you don't know the answer, simply state that you don't know. 
-Your answer should be in {language} language. 
+If you don't know the answer, state that you don't know. 
+
+YOUR ANSWER SHOULD BE IN {language} LANGUAGE. 
 
 When responding to queries, follow these guidelines:
 
@@ -122,15 +123,15 @@ When responding to queries, follow these guidelines:
 
 2. Formatting for Readability: 
    - Provide the entire response in proper markdown format.
-   - Use structured Maekdown elements such as headings, subheading, lists, tables, and links.
-   - Use emaphsis on headings, important texts and phrases.
+   - Use structured Markdown elements such as headings, subheadings, lists, tables, and links.
+   - Use emphasis on headings, important texts, and phrases.
 
 3. Proper Source References:
-   - ALWAYS USE INLINE CITATIONS and References with embed source URLs where users can verify information or explore further. 
-   - The inline citations should be in the format '[Source]' where on clicking on 'Source' the user should be redirected to the source url in a new tab.
+   - ALWAYS USE INLINE CITATIONS and References with embedded source URLs where users can verify information or explore further. 
+   - The inline citations should be in the format '[Source],' whereas when clicking on 'Source,' the user should be redirected to the source URL in a new tab.
    - Include References at the end if needed.
 
-FOLLOW ALL THE GIVEN INSTRUCTIONS, FAILURE TO DO SO WILL RESULT IN TERMINATION OF THE CHAT.
+FOLLOW ALL THE GIVEN INSTRUCTIONS, FAILURE TO DO SO WILL RESULT IN THE TERMINATION OF THE CHAT.
 
 == CONTEXT ==