fix huggingface model weight missmatch

model.py

@@ -142,18 +142,12 @@ class SentenceCoseNet(PreTrainedModel):
         # Core PyTorch model
         self.model = SegmentationNetwork(self.to_model_config(config))
 
-        weights_path = os.path.join(
-            config._name_or_path,
-            "model.safetensors"
-        )
-
-        state_dict = load_file(weights_path)
-        self.model.load_state_dict(state_dict, strict=True)
-        self.model.eval()
-
         # Initialize weights following HF conventions
         self.post_init()
 
+        # Set evaluation mode by default
+        self.model.eval()
+
     def encode(
         self,
         input_ids: torch.Tensor,