Update README.md (#3)

- Update README.md (1bf507ffee815678e7bf7eaabf7c42840a4555c7)


Co-authored-by: Ben Mendoza <[email protected]>

README.md

@@ -15,7 +15,7 @@ license: apache-2.0
 ## Project Title: Academic Advisement Bot
 
 ### Description
-The Academic Advisement Bot is a Streamlit application designed to assist students with course advisement, leveraging a Retrieval-Augmented Generation (RAG) system. It provides detailed and accurate answers to student queries regarding course prerequisites, corequisites, semester plans, and general education requirements based on the Computer Engineering Technology (CET) curriculum. The bot also includes user authentication, API key management, and an automated evaluation system for its performance.
+The Academic Advisement Bot is an application designed to assist students with course advisement, leveraging a Retrieval-Augmented Generation (RAG) system. It provides detailed and accurate answers to student queries regarding course prerequisites, corequisites, semester plans, and general education requirements based on the Computer Engineering Technology (CET) curriculum. The bot also includes user authentication, API key management, and an automated evaluation system for its performance.
 
 ### Features
 *   **Conversational AI:** Utilizes a RAG chain to provide context-aware answers to academic queries.
@@ -52,7 +52,7 @@ cet_advisement_bot/
 │       ├── index.faiss
 │       └── index.pkl
 ├── queries/
-│   └── QueriesDataSet_Final.xlsx <-- Dataset for automated evaluation
+│   └── QueriesDataSet_Final.xlsx <-- Dataset (queries) for evaluation.
 └── src/
     ├── app.py            <-- Main Streamlit application, handles UI, auth, and chat
     ├── chains.py         <-- Defines the RAG chain and retriever