typo fix

README.md

@@ -255,8 +255,8 @@ output = tokenizer.batch_decode(output)
 print(output)
 ```
 
-**Model Architeture:** 
-Granite-3.0-3B-A800M-Base is based on a decoder-only sparse Mixture of Experts(MoE) transformer architecture. Core components of this architecture are: Fine-grained Experts, Dropless Token Routing, and Load Balancing Loss.
+**Model Architecture:** 
+Granite-3.0-3B-A800M-Base is based on a decoder-only sparse Mixture of Experts (MoE) transformer architecture. Core components of this architecture are: Fine-grained Experts, Dropless Token Routing, and Load Balancing Loss.
 
 | Model                        | 2B Dense | 8B Dense | 1B MoE   | 3B MoE       |
 | :--------                    | :--------| :--------| :--------| :--------    |