Update README.md

README.md

@@ -14,14 +14,14 @@ This model was trained from scratch on "tinyshakespeare" text file.
 
 ## Model description
 
-A tiny model similar to jploski/falcon-mini-shakespeare, to demonstrate training and recurrent inference using a retention network (https://arxiv.org/pdf/2307.08621.pdf).
-The code utilizes Sehyun Choi's implementation of retention network (https://github.com/syncdoth/RetNet) with configuration parameters changed to make it a very tiny model.
+A tiny model similar to jploski/falcon-mini-shakespeare, to demonstrate training and recurrent inference using a retentive network (https://arxiv.org/pdf/2307.08621.pdf).
+The code utilizes Sehyun Choi's implementation of retentive network (https://github.com/syncdoth/RetNet) with configuration parameters changed to make it a very tiny model.
 
 - **License:** Apache 2.0.
 
 ## Intended uses & limitations
 
-Intended to demonstrate training and (recurrent O(1)) inference using a retention network
+Intended to demonstrate training and (recurrent O(1)) inference using a retentive network
 
 ## Training and evaluation data