diff --git a/README.md b/README.md
index 3a155e72..c6b8b1d4 100644
--- a/README.md
+++ b/README.md
@@ -291,8 +291,8 @@ Read technical notes:
 | [Gemma/Gemma 2/CodeGemma](https://huggingface.co/google)          | 2B/7B/9B/27B                     | gemma/gemma2         |
 | [Gemma 3/Gemma 3n](https://huggingface.co/google)                 | 270M/1B/4B/6B/8B/12B/27B         | gemma3/gemma3n       |
 | [GLM-4/GLM-4-0414/GLM-Z1](https://huggingface.co/zai-org)         | 9B/32B                           | glm4/glmz1           |
-| [GLM-4.1V/GLM-4.6V](https://huggingface.co/zai-org)               | 9B/106B                          | glm4v                |
-| [GLM-4.5/GLM-4.5V](https://huggingface.co/zai-org)                | 106B/355B                        | glm4_moe/glm4v_moe   |
+| [GLM-4.1V](https://huggingface.co/zai-org)                        | 9B                               | glm4v                |
+| [GLM-4.5/GLM-4.5(6)V](https://huggingface.co/zai-org)             | 9B/106B/355B                     | glm4_moe/glm4_5v     |
 | [GPT-2](https://huggingface.co/openai-community)                  | 0.1B/0.4B/0.8B/1.5B              | -                    |
 | [GPT-OSS](https://huggingface.co/openai)                          | 20B/120B                         | gpt                  |
 | [Granite 3.0-3.3](https://huggingface.co/ibm-granite)             | 1B/2B/3B/8B                      | granite3             |
diff --git a/README_zh.md b/README_zh.md
index 9952c4da..ff910371 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -293,8 +293,8 @@ https://github.com/user-attachments/assets/43b700c6-a178-41db-b1f8-8190a5d3fcfc
 | [Gemma/Gemma 2/CodeGemma](https://huggingface.co/google)          | 2B/7B/9B/27B                     | gemma/gemma2         |
 | [Gemma 3/Gemma 3n](https://huggingface.co/google)                 | 270M/1B/4B/6B/8B/12B/27B         | gemma3/gemma3n       |
 | [GLM-4/GLM-4-0414/GLM-Z1](https://huggingface.co/zai-org)         | 9B/32B                           | glm4/glmz1           |
-| [GLM-4.1V/GLM-4.6V](https://huggingface.co/zai-org)               | 9B/106B                          | glm4v                |
-| [GLM-4.5/GLM-4.5V](https://huggingface.co/zai-org)                | 106B/355B                        | glm4_moe/glm4v_moe   |
+| [GLM-4.1V](https://huggingface.co/zai-org)                        | 9B                               | glm4v                |
+| [GLM-4.5/GLM-4.5(6)V](https://huggingface.co/zai-org)             | 9B/106B/355B                     | glm4_moe/glm4_5v     |
 | [GPT-2](https://huggingface.co/openai-community)                  | 0.1B/0.4B/0.8B/1.5B              | -                    |
 | [GPT-OSS](https://huggingface.co/openai)                          | 20B/120B                         | gpt                  |
 | [Granite 3.0-3.3](https://huggingface.co/ibm-granite)             | 1B/2B/3B/8B                      | granite3             |
diff --git a/src/llamafactory/data/template.py b/src/llamafactory/data/template.py
index b511fe14..11b5d4f1 100644
--- a/src/llamafactory/data/template.py
+++ b/src/llamafactory/data/template.py
@@ -1128,7 +1128,7 @@ register_template(
 
 # copied from glm4 template
 register_template(
-    name="glm4v_moe",
+    name="glm4_5v",
     format_user=StringFormatter(slots=["<|user|>\n{{content}}<|assistant|>"]),
     format_assistant=StringFormatter(slots=["\n{{content}}"]),
     format_system=StringFormatter(slots=["<|system|>\n{{content}}"]),
diff --git a/src/llamafactory/extras/constants.py b/src/llamafactory/extras/constants.py
index 6f763153..64eadb4c 100644
--- a/src/llamafactory/extras/constants.py
+++ b/src/llamafactory/extras/constants.py
@@ -969,14 +969,6 @@ register_model_group(
             DownloadSource.DEFAULT: "zai-org/GLM-4.1V-9B-Thinking",
             DownloadSource.MODELSCOPE: "ZhipuAI/GLM-4.1V-9B-Thinking",
         },
-        "GLM-4.6V": {
-            DownloadSource.DEFAULT: "zai-org/GLM-4.6V",
-            DownloadSource.MODELSCOPE: "ZhipuAI/GLM-4.6V",
-        },
-        "GLM-4.6V-Flash": {
-            DownloadSource.DEFAULT: "zai-org/GLM-4.6V-Flash",
-            DownloadSource.MODELSCOPE: "ZhipuAI/GLM-4.6V-Flash",
-        },
     },
     template="glm4v",
     multimodal=True,
@@ -1011,9 +1003,17 @@ register_model_group(
         "GLM-4.5V-Air-Thinking": {
             DownloadSource.DEFAULT: "zai-org/GLM-4.5V",
             DownloadSource.MODELSCOPE: "ZhipuAI/GLM-4.5V",
-        }
+        },
+        "GLM-4.6V": {
+            DownloadSource.DEFAULT: "zai-org/GLM-4.6V",
+            DownloadSource.MODELSCOPE: "ZhipuAI/GLM-4.6V",
+        },
+        "GLM-4.6V-Flash": {
+            DownloadSource.DEFAULT: "zai-org/GLM-4.6V-Flash",
+            DownloadSource.MODELSCOPE: "ZhipuAI/GLM-4.6V-Flash",
+        },
     },
-    template="glm4v_moe",
+    template="glm4_5v",
     multimodal=True,
 )