diff --git a/wenet/cli/hub.py b/wenet/cli/hub.py
index 12176c0b4..43169f6a5 100644
--- a/wenet/cli/hub.py
+++ b/wenet/cli/hub.py
@@ -13,6 +13,7 @@
 # limitations under the License.
 
 import os
+import requests
 import sys
 import tarfile
 from pathlib import Path
@@ -72,11 +73,11 @@ class Hub(object):
     # TODO(Mddct): make assets class to support other language
     Assets = {
         # wenetspeech
-        "chinese":
-        "https://github.com/wenet-e2e/wenet/releases/download/v2.0.1/chs.tar.gz",
+        "chinese": "wenetspeech_u2pp_conformer_libtorch.tar.gz",
         # gigaspeech
-        "english":
-        "https://github.com/wenet-e2e/wenet/releases/download/v2.0.1/en.tar.gz"
+        "english": "gigaspeech_u2pp_conformer_libtorch.tar.gz",
+        # paraformer
+        "paraformer": "paraformer.tar.gz"
     }
 
     def __init__(self) -> None:
@@ -89,14 +90,14 @@ def get_model_by_lang(lang: str) -> str:
             sys.exit(1)
 
         # NOTE(Mddct): model_dir structure
-        # Path.Home()/.went
+        # Path.Home()/.wenet
         # - chs
         #    - units.txt
         #    - final.zip
         # - en
         #    - units.txt
         #    - final.zip
-        model_url = Hub.Assets[lang]
+        model = Hub.Assets[lang]
         model_dir = os.path.join(Path.home(), ".wenet", lang)
         if not os.path.exists(model_dir):
             os.makedirs(model_dir)
@@ -104,5 +105,12 @@ def get_model_by_lang(lang: str) -> str:
         if set(["final.zip",
                 "units.txt"]).issubset(set(os.listdir(model_dir))):
             return model_dir
+        # If not exist, download
+        response = requests.get(
+            "https://modelscope.cn/api/v1/datasets/wenet/wenet_pretrained_models/oss/tree"  # noqa
+        )
+        model_info = next(data for data in response.json()["Data"]
+                          if data["Key"] == model)
+        model_url = model_info['Url']
         download(model_url, model_dir, only_child=True)
         return model_dir
diff --git a/wenet/cli/paraformer_model.py b/wenet/cli/paraformer_model.py
index fab4e0090..3fd5c65e2 100644
--- a/wenet/cli/paraformer_model.py
+++ b/wenet/cli/paraformer_model.py
@@ -4,12 +4,12 @@
 import torchaudio
 import torchaudio.compliance.kaldi as kaldi
 
+from wenet.cli.hub import Hub
 from wenet.paraformer.search import paraformer_greedy_search
 from wenet.utils.file_utils import read_symbol_table
 
 
 class Paraformer:
-
     def __init__(self, model_dir: str) -> None:
 
         model_path = os.path.join(model_dir, 'final.zip')
@@ -60,7 +60,7 @@ def align(self, audio_file: str, label: str) -> dict:
         raise NotImplementedError("Align is currently not supported")
 
 
-def load_model(language: str = None, model_dir: str = None) -> Paraformer:
+def load_model(model_dir: str = None) -> Paraformer:
     if model_dir is None:
-        model_dir = Hub.get_model_by_lang(language)
+        model_dir = Hub.get_model_by_lang('paraformer')
     return Paraformer(model_dir)
diff --git a/wenet/cli/transcribe.py b/wenet/cli/transcribe.py
index e12b8b436..53e101c41 100644
--- a/wenet/cli/transcribe.py
+++ b/wenet/cli/transcribe.py
@@ -53,7 +53,7 @@ def main():
     args = get_args()
 
     if args.paraformer:
-        model = load_paraformer(args.language, args.model_dir)
+        model = load_paraformer(args.model_dir)
     else:
         model = load_model(args.language, args.model_dir)
     if args.align: