below

app.py

@@ -60,9 +60,9 @@ chain = load_chain()
 st.set_page_config(page_title="Impromptu GPT", page_icon=":robot:")
 st.header("Impromptu GPT")
 '''
-> A secondary UI testing LangChain's Python-only ```SelfQueryRetriever```
+> A secondary UI testing LangChain's Python-only [```SelfQueryRetriever```](https://python.langchain.com/en/latest/modules/indexes/retrievers/examples/self_query_retriever.html)
 interface, which uses an LLM to structure vectorstore queries. 
-Here, conversational requests for specific chapters and 
+Below, conversational requests for specific chapters and 
 speakers are extracted into relevant metadata filters.
 '''