diff --git a/src/llamafactory/data/mm_plugin.py b/src/llamafactory/data/mm_plugin.py
index 215fe807..324b857f 100644
--- a/src/llamafactory/data/mm_plugin.py
+++ b/src/llamafactory/data/mm_plugin.py
@@ -552,9 +552,9 @@ class InternVLPlugin(BasePlugin):
 
         if len(images) != 0 or len(videos) != 0:
             pixel_values_list = _concatenate_list(image_video_patches)
-            mm_inputs["pixel_values"] = torch.stack(
-                [torch.tensor(patch_ndarray) for patch_ndarray in pixel_values_list]
-            )
+            # in the latest version of transformers,
+            # the pixel_values is a list of tensors not ndarray
+            mm_inputs["pixel_values"] = torch.stack(pixel_values_list)
 
         if len(images) != 0:
             mm_inputs.update({"image_num_patches": image_num_patches})
diff --git a/src/llamafactory/extras/constants.py b/src/llamafactory/extras/constants.py
index 025a8bbc..a26ed6c2 100644
--- a/src/llamafactory/extras/constants.py
+++ b/src/llamafactory/extras/constants.py
@@ -1002,33 +1002,37 @@ register_model_group(
 
 register_model_group(
     models={
-        "InternVL2.5-1B-MPO": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL2_5-1B-MPO-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL2_5-1B-MPO-hf",
-        },
         "InternVL2.5-2B-MPO": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL2_5-2B-MPO-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL2_5-2B-MPO-hf",
-        },
-        "InternVL2.5-4B-MPO": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL2_5-4B-MPO-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL2_5-4B-MPO-hf",
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL2_5-2B-MPO-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL2_5-2B-MPO-hf",
         },
         "InternVL2.5-8B-MPO": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL2_5-8B-MPO-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL2_5-8B-MPO-hf",
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL2_5-8B-MPO-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL2_5-8B-MPO-hf",
         },
         "InternVL3-1B-hf": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL3-1B-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL3-1B-hf",
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL3-1B-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL3-1B-hf",
         },
         "InternVL3-2B-hf": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL3-2B-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL3-2B-hf",
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL3-2B-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL3-2B-hf",
         },
         "InternVL3-8B-hf": {
-            DownloadSource.DEFAULT: "kingsley01/InternVL3-8B-hf",
-            DownloadSource.MODELSCOPE: "llamafactory/InternVL3-8B-hf",
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL3-8B-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL3-8B-hf",
+        },
+        "InternVL3-14B-hf": {
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL3-14B-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL3-14B-hf",
+        },
+        "InternVL3-38B-hf": {
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL3-38B-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL3-38B-hf",
+        },
+        "InternVL3-78B-hf": {
+            DownloadSource.DEFAULT: "OpenGVLab/InternVL3-78B-hf",
+            DownloadSource.MODELSCOPE: "OpenGVLab/InternVL3-78B-hf",
         },
     },
     template="intern_vl",
diff --git a/tests/data/test_mm_plugin.py b/tests/data/test_mm_plugin.py
index ef7d0257..a98e8f17 100644
--- a/tests/data/test_mm_plugin.py
+++ b/tests/data/test_mm_plugin.py
@@ -162,7 +162,7 @@ def test_gemma3_plugin():
 @pytest.mark.xfail(reason="Unknown error.")
 def test_internvl_plugin():
     image_seqlen = 256
-    tokenizer_module = _load_tokenizer_module(model_name_or_path="kingsley01/InternVL2_5-1B-MPO-hf")
+    tokenizer_module = _load_tokenizer_module(model_name_or_path="OpenGVLab/InternVL3-1B-hf")
     internvl_plugin = get_mm_plugin("intern_vl", image_token="<image>", video_token="<video>")
     check_inputs = {"plugin": internvl_plugin, **tokenizer_module}
     check_inputs["expected_mm_messages"] = [