diff --git a/spacy/cli/train.py b/spacy/cli/train.py
index ccd404db3..01aebfae8 100644
--- a/spacy/cli/train.py
+++ b/spacy/cli/train.py
@@ -213,7 +213,7 @@ def _load_pretrained_tok2vec(nlp, loc):
     loaded = []
     for name, component in nlp.pipeline:
         if hasattr(component, 'model') and hasattr(component.model, 'tok2vec'):
-            component.model.tok2vec.from_bytes(weights_data)
+            component.tok2vec.from_bytes(weights_data)
             loaded.append(name)
     return loaded
 
diff --git a/spacy/syntax/nn_parser.pyx b/spacy/syntax/nn_parser.pyx
index 25cab43f8..f421520ce 100644
--- a/spacy/syntax/nn_parser.pyx
+++ b/spacy/syntax/nn_parser.pyx
@@ -126,6 +126,10 @@ cdef class Parser:
 
     def __reduce__(self):
         return (Parser, (self.vocab, self.moves, self.model), None, None)
+    
+    @property
+    def tok2vec(self):
+        return self.model.tok2vec
 
     @property
     def move_names(self):