diff --git a/docs/modelserving/v1beta1/serving_runtime.md b/docs/modelserving/v1beta1/serving_runtime.md
index 220cba3b8..638072cd8 100644
--- a/docs/modelserving/v1beta1/serving_runtime.md
+++ b/docs/modelserving/v1beta1/serving_runtime.md
@@ -30,16 +30,16 @@ The table below identifies each of the model serving runtimes supported by KServ
 | ------------- | ------------- | ------------- | ------------- | ------------- | ------------- |--------------------------------------|
 | [Custom ModelServer](https://github.com/kserve/kserve/tree/master/python/kserve/kserve) | -- | v1, v2 | v2 | -- | -- | [Custom Model](custom/custom_model)  |
 | [LightGBM MLServer](https://mlserver.readthedocs.io/en/latest/runtimes/lightgbm.html) | [Saved LightGBM Model](https://lightgbm.readthedocs.io/en/latest/pythonapi/lightgbm.Booster.html#lightgbm.Booster.save_model) | v2 | v2 | v1.0.0 (MLServer) | 3 | [LightGBM Iris V2](./lightgbm)  |
-| [LightGBM ModelServer](https://github.com/kserve/kserve/tree/master/python/lgbserver) | [Saved LightGBM Model](https://lightgbm.readthedocs.io/en/latest/pythonapi/lightgbm.Booster.html#lightgbm.Booster.save_model) | v1 | -- | v0.10.0 (KServe) | 3 | [LightGBM Iris](./lightgbm)          |
+| [LightGBM ModelServer](https://github.com/kserve/kserve/tree/master/python/lgbserver) | [Saved LightGBM Model](https://lightgbm.readthedocs.io/en/latest/pythonapi/lightgbm.Booster.html#lightgbm.Booster.save_model) | v1 | -- | v0.10 (KServe) | 3 | [LightGBM Iris](./lightgbm)          |
 | [MLFlow ModelServer](https://docs.seldon.io/projects/seldon-core/en/latest/servers/mlflow.html) | [Saved MLFlow Model](https://www.mlflow.org/docs/latest/python_api/mlflow.sklearn.html#mlflow.sklearn.save_model) | v2 | v2 | v1.0.0 (MLServer) | 1 | [MLFLow wine-classifier](./mlflow)          |
-| [PMML ModelServer](https://github.com/kserve/kserve/tree/master/python/pmmlserver) | [PMML](http://dmg.org/pmml/v4-4-1/GeneralStructure.html) | v1 | -- | v0.10.0 (KServe) | 3, 4 ([PMML4.4.1](https://github.com/autodeployai/pypmml)) | [SKLearn PMML](./pmml)               |
+| [PMML ModelServer](https://github.com/kserve/kserve/tree/master/python/pmmlserver) | [PMML](http://dmg.org/pmml/v4-4-1/GeneralStructure.html) | v1 | -- | v0.10 (KServe) | 3, 4 ([PMML4.4.1](https://github.com/autodeployai/pypmml)) | [SKLearn PMML](./pmml)               |
 | [SKLearn MLServer](https://github.com/SeldonIO/MLServer) | [Pickled Model](https://scikit-learn.org/stable/modules/model_persistence.html) | v2 | v2| v1.0.0 (MLServer) | 1 | [SKLearn Iris V2](./sklearn/v2)      |
-| [SKLearn ModelServer](https://github.com/kserve/kserve/tree/master/python/sklearnserver) | [Pickled Model](https://scikit-learn.org/stable/modules/model_persistence.html) | v1 | -- | v0.10.0 (KServe) | 1 | [SKLearn Iris](./sklearn/v2)         |
+| [SKLearn ModelServer](https://github.com/kserve/kserve/tree/master/python/sklearnserver) | [Pickled Model](https://scikit-learn.org/stable/modules/model_persistence.html) | v1 | -- | v0.10 (KServe) | 1 | [SKLearn Iris](./sklearn/v2)         |
 | [TFServing](https://www.tensorflow.org/tfx/guide/serving) | [TensorFlow SavedModel](https://www.tensorflow.org/guide/saved_model) | v1 | *tensorflow | 2.6.2 ([TFServing Versions](https://github.com/tensorflow/serving/releases)) | 2 | [TensorFlow flower](./tensorflow)    |
 | [TorchServe](https://pytorch.org/serve/server.html) | [Eager Model/TorchScript](https://pytorch.org/docs/master/generated/torch.save.html) |  v1, v2, *torchserve  | *torchserve | 0.7.0 (TorchServe) | 1 | [TorchServe mnist](./torchserve)     |
 | [Triton Inference Server](https://github.com/triton-inference-server/server) | [TensorFlow,TorchScript,ONNX](https://github.com/triton-inference-server/server/blob/r21.09/docs/model_repository.md)| v2 | v2 | 21.09-py3 (Triton) | 8 (TensoRT), 1, 2 (TensorFlow), 1 (PyTorch), 2 (Triton) [Compatibility Matrix](https://docs.nvidia.com/deeplearning/frameworks/support-matrix/index.html)| [Torchscript cifar](triton/torchscript) |
 | [XGBoost MLServer](https://github.com/SeldonIO/MLServer) | [Saved Model](https://xgboost.readthedocs.io/en/latest/tutorials/saving_model.html) | v2 | v2 | v1.0.0 (MLServer) | 1 | [XGBoost Iris V2](./xgboost)         |
-| [XGBoost ModelServer](https://github.com/kserve/kserve/tree/master/python/xgbserver) | [Saved Model](https://xgboost.readthedocs.io/en/latest/tutorials/saving_model.html) | v1 |  -- | v0.10.0 (KServe) | 1 | [XGBoost Iris](./xgboost)            |
+| [XGBoost ModelServer](https://github.com/kserve/kserve/tree/master/python/xgbserver) | [Saved Model](https://xgboost.readthedocs.io/en/latest/tutorials/saving_model.html) | v1 |  -- | v0.10 (KServe) | 1 | [XGBoost Iris](./xgboost)            |