Update README.md

README.md

@@ -38,7 +38,7 @@ print(tokenizer.decode(tokens[0], skip_special_tokens=True))
 
 ## Model Details
 
-* **Developed by**: Code.AI Team @ [Stability AI](https://stability.ai/)
+* **Developed by**: [Stability AI](https://stability.ai/)
 * **Model type**: `StableCode-Completion-Alpha-3B` models are auto-regressive language models based on the transformer decoder architecture.
 * **Language(s)**: Code
 * **Library**: [GPT-NeoX](https://github.com/EleutherAI/gpt-neox)
@@ -62,7 +62,7 @@ print(tokenizer.decode(tokens[0], skip_special_tokens=True))
 
 ### Training Dataset
 
-The first pre-training stage relies on 300B tokens sourced from various top programming languages occuring in the stackoverflow developer survey in the `starcoder-data` dataset. We then finetune it on a longer context augmentation of `starcoder-data` dataset.  
+The first pre-training stage relies on 300B tokens sourced from various top programming languages occuring in the stackoverflow developer survey in the `starcoder-data` dataset. We then finetune it on a longer context augmentation of `starcoder-data` dataset which increased the average token per sample to 20k.  
 
 ### Training Procedure