diff --git a/python/sglang/srt/models/qwen3.py b/python/sglang/srt/models/qwen3.py
index ab77522ca..b056317e4 100644
--- a/python/sglang/srt/models/qwen3.py
+++ b/python/sglang/srt/models/qwen3.py
@@ -490,7 +490,11 @@ class Qwen3ForCausalLM(nn.Module):
 
         params_dict = dict(self.named_parameters())
         for name, loaded_weight in weights:
-            if "Embedding" in self.config.name_or_path:
+            if not name.startswith("model.") and (
+                name.startswith("layers.")
+                or name.startswith("embed_tokens.")
+                or name.startswith("norm.")
+            ):
                 name = add_prefix(name, "model")
 
             if name == "model.embed_tokens.weight":