diff --git a/supervised/model_framework.py b/supervised/model_framework.py
index 08ffbb64..2279babc 100644
--- a/supervised/model_framework.py
+++ b/supervised/model_framework.py
@@ -721,6 +721,9 @@ def load(results_path, model_subpath, lazy_load=True):
         for learner_desc, learner_subpath in zip(
             json_desc.get("learners"), json_desc.get("saved")
         ):
+            # Normalize path separators for cross-platform compatibility
+            # (models trained on Windows may have backslashes in paths)
+            learner_subpath = learner_subpath.replace("\\", "/")
             learner_path = os.path.join(results_path, learner_subpath)
             l = AlgorithmFactory.load(learner_desc, learner_path, lazy_load)
             mf.learners += [l]