diff --git a/CHANGELOG.md b/CHANGELOG.md
index 22a3b6831a..ee25e154ff 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -67,6 +67,7 @@ These are the section headers that we use:
 - Update `GET /api/v1/me/datasets/:dataset_id/records` endpoint to fetch record using the search engine. ([#4142](https://github.com/argilla-io/argilla/pull/4142))
 - [breaking] `limit` query parameter for `GET /api/v1/datasets/:dataset_id/records` endpoint is now only accepting values greater or equal than `1` and less or equal than `1000`. ([#4143](https://github.com/argilla-io/argilla/pull/4143))
 - [breaking] `limit` query parameter for `GET /api/v1/me/datasets/:dataset_id/records` endpoint is now only accepting values greater or equal than `1` and less or equal than `1000`. ([#4143](https://github.com/argilla-io/argilla/pull/4143))
+- Now client class `DatasetConfig` is setting `use_enum_values` config value to `True`. Closes [#4089](https://github.com/argilla-io/argilla/issues/4089) ([#4172](https://github.com/argilla-io/argilla/pull/4172))
 
 ### Fixed
 
diff --git a/src/argilla/client/feedback/config.py b/src/argilla/client/feedback/config.py
index 721bf02a23..aa201e2ee7 100644
--- a/src/argilla/client/feedback/config.py
+++ b/src/argilla/client/feedback/config.py
@@ -46,6 +46,9 @@ class DatasetConfig(BaseModel):
     allow_extra_metadata: bool = True
     vectors_settings: Optional[List[VectorSettings]] = None
 
+    class Config:
+        use_enum_values = True
+
     def to_yaml(self) -> str:
         return dump(self.dict())