diff --git a/python/requirements/ml/requirements_train.txt b/python/requirements/ml/requirements_train.txt
index 286c4ab5a929..10343511d16b 100644
--- a/python/requirements/ml/requirements_train.txt
+++ b/python/requirements/ml/requirements_train.txt
@@ -10,7 +10,7 @@ tensorboardX==2.4.1
 # `python/ray/air/examples/huggingface/huggingface_basic_language_modeling_example.py`
 # `python/ray/air/tests/test_huggingface_trainer.py`
 transformers==4.18.0; python_version <= '3.6'
-transformers==4.19.1; python_version > '3.6'
+transformers==4.22.1; python_version > '3.6'
 accelerate==0.5.1
 datasets==2.0.0
 sentencepiece==0.1.96
diff --git a/python/requirements/ml/requirements_tune.txt b/python/requirements/ml/requirements_tune.txt
index 8105dfb5ca8b..cec58dd3466e 100644
--- a/python/requirements/ml/requirements_tune.txt
+++ b/python/requirements/ml/requirements_tune.txt
@@ -36,7 +36,7 @@ scikit-optimize==0.8.1
 sigopt==7.5.0
 timm==0.4.5
 transformers==4.18.0; python_version <= '3.6'
-transformers==4.19.1; python_version > '3.6'
+transformers==4.22.1; python_version > '3.6'
 wandb==0.12.15
 xgboost==1.3.3
 zoopt==0.4.1