diff --git a/spacy/cli/train.py b/spacy/cli/train.py
index 681b8de61..a9c332fe3 100644
--- a/spacy/cli/train.py
+++ b/spacy/cli/train.py
@@ -205,7 +205,7 @@ def _collate_best_model(meta, output_path, components):
     shutil.copytree(output_path / 'model-final', best_dest)
     for component, best_component_src in bests.items():
         shutil.rmtree(best_dest / component)
-        shutil.copytree(best_component_src, best_dest / component)
+        shutil.copytree(best_component_src / component, best_dest / component)
         with (best_component_src / 'accuracy.json').open() as file_:
             accs = json.load(file_)
         for metric in _get_metrics(component):