diff --git a/README.md b/README.md
index db11b910ee..2cb3a7d445 100644
--- a/README.md
+++ b/README.md
@@ -466,7 +466,7 @@ python ./examples/run_generation.py \
 
 ## Quick tour of model sharing
 
-New in `v2.2.2`: you can now upload and share your fine-tuned models with the community, using the <abbr title="Command-line interface">CLI</abbr> that's built-in to the library.
+Starting with `v2.2.2`, you can now upload and share your fine-tuned models with the community, using the <abbr title="Command-line interface">CLI</abbr> that's built-in to the library.
 
 **First, create an account on [https://huggingface.co/join](https://huggingface.co/join)**. Then:
 
@@ -489,7 +489,7 @@ transformers-cli upload ./config.json [--filename folder/foobar.json]
 
 Your model will then be accessible through its identifier, a concatenation of your username and the folder name above:
 ```python
-"username/model_name"
+"username/pretrained_model"
 ```
 
 Anyone can load it from code:
@@ -504,6 +504,12 @@ transformers-cli s3 ls
 # List all your S3 objects.
 ```
 
+You can also delete files:
+
+```shell
+transformers-cli s3 rm …
+```
+
 ## Quick tour of pipelines
 
 New in version `v2.3`: `Pipeline` are high-level objects which automatically handle tokenization, running your data through a transformers model
diff --git a/docs/source/model_sharing.md b/docs/source/model_sharing.md
index 1f0343e84e..03ea4c3d80 100644
--- a/docs/source/model_sharing.md
+++ b/docs/source/model_sharing.md
@@ -38,3 +38,8 @@ transformers-cli s3 ls
 # List all your S3 objects.
 ```
 
+You can also delete files:
+
+```shell
+transformers-cli s3 rm …
+```
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