diff --git a/convlab/base_models/t5/README.md b/convlab/base_models/t5/README.md
index 4f915dc04098e54b715b2626ec20bdfc39400d50..0c420f6ab76a9c7e78c9853c56419061b0b9056a 100644
--- a/convlab/base_models/t5/README.md
+++ b/convlab/base_models/t5/README.md
@@ -47,6 +47,7 @@ Trained models and their performance are available in [Hugging Face Hub](https:/
 | [t5-small-nlu-sgd](https://huggingface.co/ConvLab/t5-small-nlu-sgd) | NLU           | SGD                          |
 | [t5-small-nlu-tm1_tm2_tm3](https://huggingface.co/ConvLab/t5-small-nlu-tm1_tm2_tm3) | NLU           | TM1+TM2+TM3                  |
 | [t5-small-nlu-multiwoz21_sgd_tm1_tm2_tm3](https://huggingface.co/ConvLab/t5-small-nlu-multiwoz21_sgd_tm1_tm2_tm3) | NLU           | MultiWOZ 2.1+SGD+TM1+TM2+TM3 |
+| [mt5-small-nlu-all-crosswoz](https://huggingface.co/ConvLab/mt5-small-nlu-all-crosswoz) | NLU           | CrossWOZ all utterances                |
 | [t5-small-nlu-multiwoz21-context3](https://huggingface.co/ConvLab/t5-small-nlu-multiwoz21-context3) | NLU (context=3)          | MultiWOZ 2.1 |
 | [t5-small-nlu-all-multiwoz21-context3](https://huggingface.co/ConvLab/t5-small-nlu-all-multiwoz21-context3) | NLU (context=3)          | MultiWOZ 2.1 all utterances                |
 | [t5-small-nlu-tm1-context3](https://huggingface.co/ConvLab/t5-small-nlu-tm1-context3) | NLU (context=3)          | TM1 |
@@ -55,6 +56,7 @@ Trained models and their performance are available in [Hugging Face Hub](https:/
 | [t5-small-dst-multiwoz21](https://huggingface.co/ConvLab/t5-small-dst-multiwoz21) | DST           | MultiWOZ 2.1                 |
 | [t5-small-dst-sgd](https://huggingface.co/ConvLab/t5-small-dst-sgd) | DST           | SGD                          |
 | [t5-small-dst-tm1_tm2_tm3](https://huggingface.co/ConvLab/t5-small-dst-tm1_tm2_tm3) | DST           | TM1+TM2+TM3                  |
+| [mt5-small-dst-crosswoz](https://huggingface.co/ConvLab/mt5-small-dst-crosswoz) | DST           | CrossWOZ                 |
 | [t5-small-dst-multiwoz21_sgd_tm1_tm2_tm3](https://huggingface.co/ConvLab/t5-small-dst-multiwoz21_sgd_tm1_tm2_tm3) | DST           | MultiWOZ 2.1+SGD+TM1+TM2+TM3 |
 | [t5-small-nlg-multiwoz21](https://huggingface.co/ConvLab/t5-small-nlg-multiwoz21) | NLG           | MultiWOZ 2.1                 |
 | [t5-small-nlg-user-multiwoz21](https://huggingface.co/ConvLab/t5-small-nlg-user-multiwoz21) | NLG           | MultiWOZ 2.1 user utterances                 |
@@ -62,6 +64,7 @@ Trained models and their performance are available in [Hugging Face Hub](https:/
 | [t5-small-nlg-sgd](https://huggingface.co/ConvLab/t5-small-nlg-sgd) | NLG           | SGD                          |
 | [t5-small-nlg-tm1_tm2_tm3](https://huggingface.co/ConvLab/t5-small-nlg-tm1_tm2_tm3) | NLG           | TM1+TM2+TM3                  |
 | [t5-small-nlg-multiwoz21_sgd_tm1_tm2_tm3](https://huggingface.co/ConvLab/t5-small-nlg-multiwoz21_sgd_tm1_tm2_tm3) | NLG           | MultiWOZ 2.1+SGD+TM1+TM2+TM3 |
+| [mt5-small-nlg-all-crosswoz](https://huggingface.co/ConvLab/mt5-small-nlg-all-crosswoz) | NLG           | CrossWOZ all utterances                |
 
 ## Interface