diff --git a/spacy/cli/train.py b/spacy/cli/train.py
index 63c6242de..5b7cffb6b 100644
--- a/spacy/cli/train.py
+++ b/spacy/cli/train.py
@@ -16,6 +16,7 @@ import random
 from .._ml import create_default_optimizer
 from ..attrs import PROB, IS_OOV, CLUSTER, LANG
 from ..gold import GoldCorpus
+from ..compat import path2str
 from .. import util
 from .. import about
 
@@ -423,10 +424,12 @@ def _collate_best_model(meta, output_path, components):
     for component in components:
         bests[component] = _find_best(output_path, component)
     best_dest = output_path / "model-best"
-    shutil.copytree(output_path / "model-final", best_dest)
+    shutil.copytree(path2str(output_path / "model-final"), path2str(best_dest))
     for component, best_component_src in bests.items():
-        shutil.rmtree(best_dest / component)
-        shutil.copytree(best_component_src / component, best_dest / component)
+        shutil.rmtree(path2str(best_dest / component))
+        shutil.copytree(
+            path2str(best_component_src / component), path2str(best_dest / component)
+        )
         accs = srsly.read_json(best_component_src / "accuracy.json")
         for metric in _get_metrics(component):
             meta["accuracy"][metric] = accs[metric]