diff --git a/spacy/language.py b/spacy/language.py
index 47408921c..f47b1d0cc 100644
--- a/spacy/language.py
+++ b/spacy/language.py
@@ -239,8 +239,7 @@ class Language(object):
         self.pipeline = self.Defaults.create_pipeline(self)
         yield Trainer(self, gold_tuples)
         self.end_training()
-        self.save_to_directory(path, deps=self.parser.cfg, ner=self.entity.cfg,
-                               pos=self.tagger.cfg)
+        self.save_to_directory(path)
 
     def __init__(self, **overrides):
         if 'data_dir' in overrides and 'path' not in overrides: