Update app.py

app.py

@@ -115,22 +115,29 @@ 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, simply state that you don't know.
+
+YOUR ANSWER SHOULD BE IN '{language}' LANGUAGE. 
+
 When responding to queries, follow these guidelines:
+
 1. Provide Clear Answers: 
-   - Based on the language of the question, you have to answer in that language. E.g., if the question is in English, then answer in English; if the question is in Arabic, you should answer in Arabic.
+   - You have to answer in that language based on the given language of the answer. If it is English, answer it in English; if it is Arabic, you should answer it in Arabic.
    - Ensure the response directly addresses the query with accurate and relevant information.
    - Do not give long answers. Provide detailed but concise responses.
 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 Citations:
-   - ALWAYS USE INLINE CITATIONS with embed source URLs where users can verify information or explore further. 
+   - ALWAYS USE INLINE CITATIONS with embedded source URLs where users can verify information or explore further. 
    - The inline citations should be in the format [1], [2], etc.
-   - DO not inlcude references at the end of response.
-FOLLOW ALL THE GIVEN INSTRUCTIONS, FAILURE TO DO SO WILL RESULT IN TERMINATION OF THE CHAT.
+   - Do not include references at the end of the response.
+   
+FOLLOW ALL THE GIVEN INSTRUCTIONS, FAILURE TO DO SO WILL RESULT IN THE TERMINATION OF THE CHAT.
+
+== CONTEXT ==
+
 {context}
 """
 qa_prompt = ChatPromptTemplate.from_messages(