diff --git a/src/transformers/hf_argparser.py b/src/transformers/hf_argparser.py
index f1fde58fc2de..e2fcc504642c 100644
--- a/src/transformers/hf_argparser.py
+++ b/src/transformers/hf_argparser.py
@@ -23,7 +23,7 @@
 from pathlib import Path
 from typing import Any, Iterable, List, NewType, Optional, Tuple, Union
 
-from sparsezoo import Zoo
+from sparsezoo import Model
 
 from .utils.logging import get_logger
 
@@ -263,8 +263,8 @@ def _download_dataclass_zoo_stub_files(data_class: DataClass):
 
         logger.info(f"Downloading framework files for SparseZoo stub: {val}")
 
-        zoo_model = Zoo.load_model_from_stub(val)
-        framework_file_paths = zoo_model.download_framework_files()
+        zoo_model = Model(val)
+        framework_file_paths = [file.path for file in zoo_model.training.default.files]
         assert framework_file_paths, "Unable to download any framework files for SparseZoo stub {val}"
         framework_file_names = [os.path.basename(path) for path in framework_file_paths]
         if "pytorch_model.bin" not in framework_file_names or ("config.json" not in framework_file_names):