diff --git a/spacy/pipeline/tok2vec.py b/spacy/pipeline/tok2vec.py
index c742aaeaa..99ed21a7c 100644
--- a/spacy/pipeline/tok2vec.py
+++ b/spacy/pipeline/tok2vec.py
@@ -219,6 +219,20 @@ class Tok2Vec(TrainablePipe):
     def add_label(self, label):
         raise NotImplementedError
 
+    def distill(
+        self,
+        teacher_pipe: "TrainablePipe",
+        teacher_docs: Iterable["Doc"],
+        student_docs: Iterable["Doc"],
+        *,
+        drop: float = 0.0,
+        sgd: Optional[Optimizer] = None,
+        losses: Optional[Dict[str, float]] = None,
+    ) -> Dict[str, float]:
+        teacher_pipe.set_annotations(teacher_docs, teacher_pipe.predict(teacher_docs))
+        examples = [Example(doc, doc) for doc in student_docs]
+        return self.update(examples, drop=drop, sgd=sgd, losses=losses)
+
 
 class Tok2VecListener(Model):
     """A layer that gets fed its answers from an upstream connection,