Update README.md

README.md

@@ -200,7 +200,7 @@ model-index:
 
 # Model Summary
 
-The SantaCoder models are a series of 1B parameter models trained on the Python, Java, and JavaScript subset of [The Stack (v1.1)](https://huggingface.co/datasets/bigcode/the-stack) (which excluded opt-out requests). 
+The SantaCoder models are a series of 1.1B parameter models trained on the Python, Java, and JavaScript subset of [The Stack (v1.1)](https://huggingface.co/datasets/bigcode/the-stack) (which excluded opt-out requests). 
 The main model uses multi-query attention, was trained using near-deduplication and comment-to-code ratio as filtering criteria and using the Fill-in-the-Middle objective.
 In addition there are several models that were trained on datasets with different filter parameters and with architecture and objective variations. 
 
@@ -219,9 +219,9 @@ In addition there are several models that were trained on datasets with differen
 |`fertility`| MQA | AR + FIM | Tokenizer fertility |
 |`comments`| MQA | AR + FIM | Comment-to-code ratio |
 |`dedup-alt`| MQA | AR + FIM | Stronger near-deduplication |
-|`dedup-alt-comments`| MQA | AR + FIM | Stronger near-deduplication and comment-to-code ratio |
+|`final`| MQA | AR + FIM | Stronger near-deduplication and comment-to-code ratio |
 
-The `dedup-alt-comments` model is the best performing model and was trained twice as long as the others. This checkpoint is the default model and available on the `main` branch. All other checkpoints are on separate branches with according names.
+The `final` model is the best performing model and was trained twice as long as the others. This checkpoint is the default model and available on the `main` branch. All other checkpoints are on separate branches with according names.
 
 # Use
 
@@ -251,7 +251,7 @@ print(tokenizer.decode(outputs[0]))
 ```
 
 ### Fill-in-the-middle
-Fill-in-the-mid uses special tokens to identify the prefix/middle/suffic part of the input and output:
+Fill-in-the-middle uses special tokens to identify the prefix/middle/suffic part of the input and output:
 
 ```python
 input_text = "<fim-prefix>def print_hello_world():\n    <fim-suffix>\n    print('Hello world!')<fim-middle>"