Update README.md

README.md

@@ -16,9 +16,9 @@ Llama-3.1-Centaur-70B is a foundation model of cognition model that can predict
          
 ### Usage:
 
-Note that Centaur is trained on a data set in which human choices are encapsuled by "<<" and ">>" tokens. For optimal performance, it is recommended to adjust prompts accordingly.
+Note that Centaur is trained on a data set in which human choices are encapsulated by "<<" and ">>" tokens. For optimal performance, it is recommended to adjust prompts accordingly.
 
-You can use the model using HuggingFace Transformers library with 2 or more 80GB GPUs (NVIDIA Ampere or newer) with at least 150GB of free disk space to accomodate the download.
+You can use the model using HuggingFace Transformers library with 2 or more 80GB GPUs (NVIDIA Ampere or newer) with at least 150GB of free disk space to accommodate the download.
 
 ```python
 import torch