diff --git a/llms/mlx_lm/models/qwen2.py b/llms/mlx_lm/models/qwen2.py
index f0c19171..7cb5e106 100644
--- a/llms/mlx_lm/models/qwen2.py
+++ b/llms/mlx_lm/models/qwen2.py
@@ -21,6 +21,7 @@ class ModelArgs(BaseModelArgs):
     rope_theta: float = 1000000
     rope_traditional: bool = False
     rope_scaling: Optional[Dict[str, Union[float, str]]] = None
+    tie_word_embeddings: bool = False
 
     def __post_init__(self):
         if self.num_key_value_heads is None:
@@ -176,7 +177,8 @@ class Model(nn.Module):
         super().__init__()
         self.model_type = args.model_type
         self.model = Qwen2Model(args)
-        self.lm_head = nn.Linear(args.hidden_size, args.vocab_size, bias=False)
+        if not args.tie_word_embeddings:
+            self.lm_head = nn.Linear(args.hidden_size, args.vocab_size, bias=False)
 
     def __call__(
         self,
@@ -184,7 +186,11 @@ class Model(nn.Module):
         cache=None,
     ):
         out, cache = self.model(inputs, cache)
-        return self.lm_head(out), cache
+        if hasattr(self, "lm_head"):
+            return self.lm_head(out), cache
+
+        out = out @ self.model.embed_tokens.weight.T
+        return out, cache
 
     @staticmethod
     def sanitize(weights):