Updating readme

README.md

@@ -4,10 +4,13 @@ language:
 pretty_name: Housing QA
 ---
 
-`HousingQA` is a benchmark evaluating LLMs' abilities to answer questions about housing law in different states. There are two tasks: `knowledge_qa` and `rc_questions`
+`HousingQA` is a benchmark evaluating LLMs' abilities to answer questions about housing law in different states. There are two tasks: `knowledge_qa` and `rc_questions`.
 
 
-## `knowledge_qa`
+`demo.ipynb` provides an example of how to load the dataset.
+
+
+## knowledge_qa
 `knowledge_qa` consists of 9297 yes/no questions. Each question and answer are specific to a jurisdiction. Each row has the following structure:
 
 ```json
@@ -51,7 +54,7 @@ Answer "Yes" or "No".
 Answer:
 ```
 
-## `rc_questions`
+## rc_questions
 `rc_questions` consists of 6853 yes/no questions. Each question and answer are specific to a jurisdiction. 
 
 `rc_questions` is a subset of `knowledge_questions`. Each question in this subset has been annotated with a list of relevant statutes, all of which are contained in the `statutes` split. 
@@ -113,7 +116,7 @@ Answer "Yes" or "No".
 Answer:
 ```
 
-### `statutes`
+## statutes
 The `statutes` contains approximately 1.7 million statutes collected Justia. Note: 
 
 - Not all states are represented