diff --git a/src/llamafactory/data/template.py b/src/llamafactory/data/template.py
index 8afc42c16..cb90eb3ec 100644
--- a/src/llamafactory/data/template.py
+++ b/src/llamafactory/data/template.py
@@ -833,6 +833,19 @@ register_template(
 )
 
 
+register_template(
+    name="hy3",
+    format_user=StringFormatter(slots=["<｜hy_User｜>{{content}}<｜hy_Assistant｜>"]),
+    format_assistant=StringFormatter(slots=["{{content}}<｜hy_eos｜>"]),
+    format_system=StringFormatter(slots=["{{content}}"]),
+    format_prefix=EmptyFormatter(slots=[{"bos_token"}]),
+    stop_words=["<｜hy_eos｜>"],
+    replace_eos=True,
+    thought_words=("<think>", "</think>"),
+    template_class=ReasoningTemplate,
+)
+
+
 register_template(
     name="deepseekcoder",
     format_user=StringFormatter(slots=["### Instruction:\n{{content}}\n### Response:"]),
diff --git a/src/llamafactory/extras/constants.py b/src/llamafactory/extras/constants.py
index 5c30ffd4b..c90fcfc8b 100644
--- a/src/llamafactory/extras/constants.py
+++ b/src/llamafactory/extras/constants.py
@@ -1257,6 +1257,17 @@ register_model_group(
 )
 
 
+register_model_group(
+    models={
+        "Hy3-Preview": {
+            DownloadSource.DEFAULT: "tencent/Hy3-preview",
+            DownloadSource.MODELSCOPE: "tencent/Hy3-preview",
+        },
+    },
+    template="hy3",
+)
+
+
 register_model_group(
     models={
         "Index-1.9B-Base": {
diff --git a/src/llamafactory/model/model_utils/moe.py b/src/llamafactory/model/model_utils/moe.py
index 592e7e397..478dbf9e8 100644
--- a/src/llamafactory/model/model_utils/moe.py
+++ b/src/llamafactory/model/model_utils/moe.py
@@ -62,6 +62,10 @@ def add_z3_leaf_module(model: "PreTrainedModel") -> None:
         # deepseek v3 and kimi vl use custom code
         _set_z3_leaf_modules(model, ["DeepseekV3MoE"])
 
+    if model_type == "hy_v3":
+        # hy3 uses custom code
+        _set_z3_leaf_modules(model, ["HYV3MoE"])
+
     if model_type == "ernie4_5_moe":
         from transformers.models.ernie4_5_moe.modeling_ernie4_5_moe import Ernie4_5_MoeSparseMoeBlock