diff --git a/loader.py b/loader.py
index 72dd010..096ce9f 100644
--- a/loader.py
+++ b/loader.py
@@ -119,6 +119,10 @@ def gguf_sd_loader(path, handle_prefix="model.diffusion_model.", return_arch=Fal
             torch_tensor = torch_tensor.view(*shape)
         state_dict[sd_key] = GGMLTensor(torch_tensor, tensor_type=tensor.tensor_type, tensor_shape=shape)
 
+        # 1D tensors shouldn't be quantized, this is a fix for BF16
+        if len(shape) <= 1 and is_quantized(state_dict[sd_key]):
+            state_dict[sd_key] = dequantize_tensor(state_dict[sd_key], dtype=torch.float32)
+
         # keep track of loaded tensor types
         tensor_type_str = getattr(tensor.tensor_type, "name", repr(tensor.tensor_type))
         qtype_dict[tensor_type_str] = qtype_dict.get(tensor_type_str, 0) + 1