Update README.md

README.md

@@ -63,8 +63,8 @@ The quantized model is more sensitive to data types and CUDA operations. To avoi
 inputs.input_ids.to('cuda')
 ```
 
-We have released checkpoints for these models, for every 1000 training steps.
-The naming convention is `stepXXX-tokensYYYB`.
+We have released checkpoints for these models. For pretraining, the naming convention is `stepXXX-tokensYYYB`. For checkpoints with ingredients of the soup, the naming convention is `stage2-ingredientN-stepXXX-tokensYYYB`
+
 
 To load a specific model revision with HuggingFace, simply add the argument `revision`:
 ```bash