diff --git a/examples/librispeech/asr5/README.md b/examples/librispeech/asr5/README.md
index c684ca5478aa0565a7721eb2b9f9e408b27fab5b..826c33cec71c8a0b4e5de367cf7aa71c10b3bc7e 100644
--- a/examples/librispeech/asr5/README.md
+++ b/examples/librispeech/asr5/README.md
@@ -184,8 +184,8 @@ In some situations, you want to use the trained model to do the inference for th
 ```
 you can train the model by yourself using ```bash run.sh --stage 0 --stop_stage 3```, or you can download the pretrained model through the script below:
 ```bash
-wget https://paddlespeech.bj.bcebos.com/wavlm/wavlmASR-base-100h-librispeech_ckpt_1.4.0.model.tar.gz
-tar xzvf wavlmASR-base-100h-librispeech_ckpt_1.4.0.model.tar.gz
+wget https://paddlespeech.bj.bcebos.com/wavlm/wavlm_baseplus_libriclean_100h.tar.gz
+tar xzvf wavlm_baseplus_libriclean_100h.tar.gz
 ```
 You can download the audio demo:
 ```bash
diff --git a/paddlespeech/resource/model_alias.py b/paddlespeech/resource/model_alias.py
index 04872c72ec63f81f00f2fcc363c6e04777fe436a..6bf9b588e5a213821668f313addf373095f2a10f 100644
--- a/paddlespeech/resource/model_alias.py
+++ b/paddlespeech/resource/model_alias.py
@@ -25,6 +25,7 @@ model_alias = {
     "wav2vec2": ["paddlespeech.s2t.models.wav2vec2:Wav2vec2Base"],
     "hubertASR": ["paddlespeech.s2t.models.hubert:HubertASR"],
     "hubert": ["paddlespeech.s2t.models.hubert:HubertBase"],
+    "wavlmASR": ["paddlespeech.s2t.models.wavlm:WavLMASR"],
 
     # ---------------------------------
     # -------------- ASR --------------
diff --git a/paddlespeech/resource/pretrained_models.py b/paddlespeech/resource/pretrained_models.py
index dd7bb85da99bfd7a1484d4db8ca1db12d946098b..7f47ae82dfefd611e60d97b89570a671e3347e7f 100644
--- a/paddlespeech/resource/pretrained_models.py
+++ b/paddlespeech/resource/pretrained_models.py
@@ -149,6 +149,16 @@ ssl_dynamic_pretrained_models = {
             'exp/hubertASR/checkpoints/avg_1.pdparams',
         },
     },
+    "wavlmASR_librispeech-en-16k": {
+        "1.0": {
+            "url": "https://paddlespeech.bj.bcebos.com/wavlm/wavlm_baseplus_libriclean_100h.tar.gz",
+            "md5": "cfa5157302d449f1dc960ad9719d72fa",
+            "cfg_path": "model.yaml",
+            "ckpt_path": "exp/wavlmASR/checkpoints/46",
+            "model": "exp/wavlmASR/checkpoints/46.pdparams",
+            "params": "exp/wavlmASR/checkpoints/46.pdparams",
+        }
+    }
 }
 
 # ---------------------------------
diff --git a/paddlespeech/s2t/models/wavlm/__init__.py b/paddlespeech/s2t/models/wavlm/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..cf69114ea3428765beb078e9913fcc741850ad2a
--- /dev/null
+++ b/paddlespeech/s2t/models/wavlm/__init__.py
@@ -0,0 +1,2 @@
+from .wavlm_paddle import WavLM, WavLMConfig
+from .wavlm_asr import WavLMASR, WavLMBase
\ No newline at end of file