diff --git a/datasets/hellaswag/README.md b/datasets/hellaswag/README.md
index aba2b4e882f..a5b7eae3bcb 100644
--- a/datasets/hellaswag/README.md
+++ b/datasets/hellaswag/README.md
@@ -43,6 +43,8 @@ pretty_name: HellaSwag
 
 ### Dataset Summary
 
+HellaSwag: Can a Machine Really Finish Your Sentence? is a new dataset for commonsense NLI. A paper was published at ACL2019.
+
 ### Supported Tasks and Leaderboards
 
 [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
diff --git a/datasets/hellaswag/hellaswag.py b/datasets/hellaswag/hellaswag.py
index 342f4dcff00..703682fd852 100644
--- a/datasets/hellaswag/hellaswag.py
+++ b/datasets/hellaswag/hellaswag.py
@@ -16,8 +16,8 @@
 }
 """
 
-# TODO(hellaswag):
 _DESCRIPTION = """
+HellaSwag: Can a Machine Really Finish Your Sentence? is a new dataset for commonsense NLI. A paper was published at ACL2019.
 """
 _URL = "https://github.com/rowanz/hellaswag/raw/master/data/"
 _URLS = {