diff --git a/examples/colab-notebooks/colab-axolotl-example.ipynb b/examples/colab-notebooks/colab-axolotl-example.ipynb
index fe30068d7..da3a681cf 100644
--- a/examples/colab-notebooks/colab-axolotl-example.ipynb
+++ b/examples/colab-notebooks/colab-axolotl-example.ipynb
@@ -40,7 +40,7 @@
     "%%capture\n",
     "# This step can take ~5-10 minutes to install dependencies\n",
     "!pip install --no-build-isolation axolotl[flash-attn]>=0.9.1\n",
-    "!pip install \"cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712\""
+    "!pip install \"cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@0d4ce4b\""
    ]
   },
   {
diff --git a/scripts/cutcrossentropy_install.py b/scripts/cutcrossentropy_install.py
index e526352dd..02e57f926 100644
--- a/scripts/cutcrossentropy_install.py
+++ b/scripts/cutcrossentropy_install.py
@@ -29,5 +29,5 @@ UV_PREFIX = "uv " if USE_UV else ""
 
 print(
     UNINSTALL_PREFIX
-    + f'{UV_PREFIX}pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712"'
+    + f'{UV_PREFIX}pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@0d4ce4b"'
 )
diff --git a/src/axolotl/integrations/cut_cross_entropy/README.md b/src/axolotl/integrations/cut_cross_entropy/README.md
index 67f1157c3..728a09742 100644
--- a/src/axolotl/integrations/cut_cross_entropy/README.md
+++ b/src/axolotl/integrations/cut_cross_entropy/README.md
@@ -19,7 +19,7 @@ python scripts/cutcrossentropy_install.py | sh
 
 - If you are installing from pip
 ```bash
-pip3 uninstall -y cut-cross-entropy && pip3 install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712"
+pip3 uninstall -y cut-cross-entropy && pip3 install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@0d4ce4b"
 ```
 
 ## Usage
@@ -54,8 +54,8 @@ plugins:
 - gpt_oss
 - granite
 - granitemoe
-- granitemoeshared
 - granitemoehybrid
+- granitemoeshared
 - hunyuan_v1_dense
 - hunyuan_v1_moe
 - internvl
@@ -80,16 +80,17 @@ plugins:
 - phi3
 - phi4_multimodal
 - qwen2
-- qwen2_vl
 - qwen2_moe
+- qwen2_vl
 - qwen2_5_vl
 - qwen3
 - qwen3_moe
+- qwen3_next
 - qwen3_vl
 - qwen3_vl_moe
-- qwen3_next
-- smollm3
 - seed_oss
+- smollm3
+- step3p5
 - voxtral
 
 ## Citation
diff --git a/src/axolotl/integrations/cut_cross_entropy/__init__.py b/src/axolotl/integrations/cut_cross_entropy/__init__.py
index 1dbbf6759..08d168025 100644
--- a/src/axolotl/integrations/cut_cross_entropy/__init__.py
+++ b/src/axolotl/integrations/cut_cross_entropy/__init__.py
@@ -35,7 +35,7 @@ LOG = get_logger(__name__)
 
 _CCE_INSTALL_MESSAGE = (
     "Please install Axolotl's fork of cut_cross_entropy with transformers support using "
-    '`pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712"`'
+    '`pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@0d4ce4b"`'
 )