diff --git a/ingestion/src/metadata/ingestion/ometa/mixins/mlmodel_mixin.py b/ingestion/src/metadata/ingestion/ometa/mixins/mlmodel_mixin.py
index ecb77999039..f67dfd8c48d 100644
--- a/ingestion/src/metadata/ingestion/ometa/mixins/mlmodel_mixin.py
+++ b/ingestion/src/metadata/ingestion/ometa/mixins/mlmodel_mixin.py
@@ -55,11 +55,14 @@ class OMetaMlModelMixin(OMetaLineageMixin):
 
     client: REST
 
-    def add_mlmodel_lineage(self, model: MlModel) -> Dict[str, Any]:
+    def add_mlmodel_lineage(
+        self, model: MlModel, description: Optional[str] = None
+    ) -> Dict[str, Any]:
         """
         Iterates over MlModel's Feature Sources and
         add the lineage information.
         :param model: MlModel containing EntityReferences
+        :param description: Lineage description
         :return: List of added lineage information
         """
 
@@ -77,8 +80,8 @@ class OMetaMlModelMixin(OMetaLineageMixin):
         for entity_ref in refs:
             self.add_lineage(
                 AddLineageRequest(
-                    description="MlModel uses FeatureSource",
                     edge=EntitiesEdge(
+                        description=description,
                         fromEntity=entity_ref,
                         toEntity=self.get_entity_reference(
                             entity=MlModel, fqn=model.fullyQualifiedName
diff --git a/ingestion/tests/integration/ometa/test_ometa_model_api.py b/ingestion/tests/integration/ometa/test_ometa_mlmodel_api.py
similarity index 94%
rename from ingestion/tests/integration/ometa/test_ometa_model_api.py
rename to ingestion/tests/integration/ometa/test_ometa_mlmodel_api.py
index 3814807a556..687a9dbd617 100644
--- a/ingestion/tests/integration/ometa/test_ometa_model_api.py
+++ b/ingestion/tests/integration/ometa/test_ometa_mlmodel_api.py
@@ -62,6 +62,7 @@ from metadata.generated.schema.entity.services.mlmodelService import (
 from metadata.generated.schema.security.client.openMetadataJWTClientConfig import (
     OpenMetadataJWTClientConfig,
 )
+from metadata.generated.schema.type.entityLineage import EntitiesEdge
 from metadata.generated.schema.type.entityReference import EntityReference
 from metadata.ingestion.ometa.ometa_api import OpenMetadata
 
@@ -373,6 +374,24 @@ class OMetaModelTest(TestCase):
         nodes = {node["id"] for node in lineage["nodes"]}
         assert nodes == {str(table1_entity.id.__root__), str(table2_entity.id.__root__)}
 
+        # If we delete the lineage, the `add_mlmodel_lineage` will take care of it too
+        for edge in lineage.get("upstreamEdges") or []:
+            self.metadata.delete_lineage_edge(
+                edge=EntitiesEdge(
+                    fromEntity=EntityReference(id=edge["fromEntity"], type="table"),
+                    toEntity=EntityReference(id=edge["toEntity"], type="mlmodel"),
+                )
+            )
+
+        self.metadata.add_mlmodel_lineage(model=res)
+
+        lineage = self.metadata.get_lineage_by_id(
+            entity=MlModel, entity_id=str(res.id.__root__)
+        )
+
+        nodes = {node["id"] for node in lineage["nodes"]}
+        assert nodes == {str(table1_entity.id.__root__), str(table2_entity.id.__root__)}
+
         self.metadata.delete(
             entity=DatabaseService,
             entity_id=service_entity.id,