diff --git a/README.md b/README.md
index 8a5a1598..9ff12fe4 100644
--- a/README.md
+++ b/README.md
@@ -271,6 +271,7 @@ Choose your path:
 | [DeepSeek (Code/MoE)](https://huggingface.co/deepseek-ai)         | 7B/16B/67B/236B                  | deepseek            |
 | [DeepSeek 2.5/3](https://huggingface.co/deepseek-ai)              | 236B/671B                        | deepseek3           |
 | [DeepSeek R1 (Distill)](https://huggingface.co/deepseek-ai)       | 1.5B/7B/8B/14B/32B/70B/671B      | deepseekr1          |
+| [ERNIE-4.5](https://huggingface.co/baidu)                         | 0.3B/21B/300B                    | ernie_nothink/ernie |
 | [Falcon](https://huggingface.co/tiiuae)                           | 7B/11B/40B/180B                  | falcon              |
 | [Falcon-H1](https://huggingface.co/tiiuae)                        | 0.5B/1.5B/3B/7B/34B              | falcon_h1           |
 | [Gemma/Gemma 2/CodeGemma](https://huggingface.co/google)          | 2B/7B/9B/27B                     | gemma/gemma2        |
diff --git a/README_zh.md b/README_zh.md
index 6fb5b3bc..7271b1c3 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -273,6 +273,7 @@ https://github.com/user-attachments/assets/43b700c6-a178-41db-b1f8-8190a5d3fcfc
 | [DeepSeek (Code/MoE)](https://huggingface.co/deepseek-ai)         | 7B/16B/67B/236B                  | deepseek            |
 | [DeepSeek 2.5/3](https://huggingface.co/deepseek-ai)              | 236B/671B                        | deepseek3           |
 | [DeepSeek R1 (Distill)](https://huggingface.co/deepseek-ai)       | 1.5B/7B/8B/14B/32B/70B/671B      | deepseekr1          |
+| [ERNIE-4.5](https://huggingface.co/baidu)                         | 0.3B/21B/300B                    | ernie_nothink/ernie |
 | [Falcon](https://huggingface.co/tiiuae)                           | 7B/11B/40B/180B                  | falcon              |
 | [Falcon-H1](https://huggingface.co/tiiuae)                        | 0.5B/1.5B/3B/7B/34B              | falcon_h1           |
 | [Gemma/Gemma 2/CodeGemma](https://huggingface.co/google)          | 2B/7B/9B/27B                     | gemma/gemma2        |
diff --git a/src/llamafactory/data/template.py b/src/llamafactory/data/template.py
index e2d62188..d47b2b83 100644
--- a/src/llamafactory/data/template.py
+++ b/src/llamafactory/data/template.py
@@ -946,6 +946,16 @@ register_template(
 )
 
 
+register_template(
+    name="ernie_nothink",
+    format_user=StringFormatter(slots=["User: {{content}}\nAssistant: "]),
+    format_assistant=StringFormatter(slots=["{{content}}<|end_of_sentence|>"]),
+    format_system=StringFormatter(slots=["{{content}}\n"]),
+    format_prefix=EmptyFormatter(slots=["<|begin_of_sentence|>"]),
+    stop_words=["<|end_of_sentence|>"],
+)
+
+
 register_template(
     name="exaone",
     format_user=StringFormatter(slots=["[|user|]{{content}}\n[|assistant|]"]),
diff --git a/src/llamafactory/extras/constants.py b/src/llamafactory/extras/constants.py
index ed7811e7..134e3ce2 100644
--- a/src/llamafactory/extras/constants.py
+++ b/src/llamafactory/extras/constants.py
@@ -624,6 +624,25 @@ register_model_group(
 )
 
 
+register_model_group(
+    models={
+        "ERNIE-4.5-0.3B-PT": {
+            DownloadSource.DEFAULT: "baidu/ERNIE-4.5-0.3B-PT",
+            DownloadSource.MODELSCOPE: "PaddlePaddle/ERNIE-4.5-0.3B-PT",
+        },
+        "ERNIE-4.5-21B-A3B-PT": {
+            DownloadSource.DEFAULT: "baidu/ERNIE-4.5-21B-A3B-PT",
+            DownloadSource.MODELSCOPE: "PaddlePaddle/ERNIE-4.5-21B-A3B-PT",
+        },
+        "ERNIE-4.5-300B-A47B-PT": {
+            DownloadSource.DEFAULT: "baidu/ERNIE-4.5-300B-A47B-PT",
+            DownloadSource.MODELSCOPE: "PaddlePaddle/ERNIE-4.5-300B-A47B-PT",
+        },
+    },
+    template="ernie_nothink",
+)
+
+
 register_model_group(
     models={
         "EXAONE-3.0-7.8B-Instruct": {