diff --git a/spacy/attrs.pxd b/spacy/attrs.pxd
index d9aca078c..7fc0b9111 100644
--- a/spacy/attrs.pxd
+++ b/spacy/attrs.pxd
@@ -91,3 +91,4 @@ cdef enum attr_id_t:
 
     LANG
     ENT_KB_ID = symbols.ENT_KB_ID
+    MORPH
diff --git a/spacy/attrs.pyx b/spacy/attrs.pyx
index a601a7a66..97ca627fb 100644
--- a/spacy/attrs.pyx
+++ b/spacy/attrs.pyx
@@ -87,6 +87,7 @@ IDS = {
     "SPACY": SPACY,
     "PROB": PROB,
     "LANG": LANG,
+    "MORPH": MORPH,
 }
 
 
diff --git a/spacy/symbols.pxd b/spacy/symbols.pxd
index b95b4b805..5c1970628 100644
--- a/spacy/symbols.pxd
+++ b/spacy/symbols.pxd
@@ -462,3 +462,4 @@ cdef enum symbol_t:
     acl
 
     ENT_KB_ID
+    MORPH
diff --git a/spacy/symbols.pyx b/spacy/symbols.pyx
index 36b9ffa67..128946ec7 100644
--- a/spacy/symbols.pyx
+++ b/spacy/symbols.pyx
@@ -462,6 +462,7 @@ IDS = {
 
     "acl": acl,
     "LAW": LAW,
+    "MORPH": MORPH,
 }
 
 
diff --git a/spacy/tests/doc/test_retokenize_merge.py b/spacy/tests/doc/test_retokenize_merge.py
index c82c04eeb..17bcd2c64 100644
--- a/spacy/tests/doc/test_retokenize_merge.py
+++ b/spacy/tests/doc/test_retokenize_merge.py
@@ -8,7 +8,7 @@ from ..util import get_doc
 
 def test_doc_retokenize_merge(en_tokenizer):
     text = "WKRO played songs by the beach boys all night"
-    attrs = {"tag": "NAMED", "lemma": "LEMMA", "ent_type": "TYPE"}
+    attrs = {"tag": "NAMED", "lemma": "LEMMA", "ent_type": "TYPE", "morph": "Number=Plur"}
     doc = en_tokenizer(text)
     assert len(doc) == 9
     with doc.retokenize() as retokenizer:
@@ -18,9 +18,11 @@ def test_doc_retokenize_merge(en_tokenizer):
     assert doc[4].text == "the beach boys"
     assert doc[4].text_with_ws == "the beach boys "
     assert doc[4].tag_ == "NAMED"
+    assert doc[4].morph_ == "Number=Plur"
     assert doc[5].text == "all night"
     assert doc[5].text_with_ws == "all night"
     assert doc[5].tag_ == "NAMED"
+    assert doc[5].morph_ == "Number=Plur"
 
 
 def test_doc_retokenize_merge_children(en_tokenizer):
diff --git a/spacy/tests/doc/test_retokenize_split.py b/spacy/tests/doc/test_retokenize_split.py
index 33b6fbe81..5f40da425 100644
--- a/spacy/tests/doc/test_retokenize_split.py
+++ b/spacy/tests/doc/test_retokenize_split.py
@@ -22,15 +22,18 @@ def test_doc_retokenize_split(en_vocab):
                 "tag": ["NNP"] * 2,
                 "lemma": ["Los", "Angeles"],
                 "ent_type": ["GPE"] * 2,
+                "morph": ["Number=Sing"] * 2,
             },
         )
     assert len(doc) == 4
     assert doc[0].text == "Los"
     assert doc[0].head.text == "Angeles"
     assert doc[0].idx == 0
+    assert doc[0].morph_ == "Number=Sing"
     assert doc[1].idx == 3
     assert doc[1].text == "Angeles"
     assert doc[1].head.text == "start"
+    assert doc[1].morph_ == "Number=Sing"
     assert doc[2].text == "start"
     assert doc[2].head.text == "."
     assert doc[3].text == "."
diff --git a/spacy/tokens/_retokenize.pyx b/spacy/tokens/_retokenize.pyx
index cd7e5a426..ec7e8a9e8 100644
--- a/spacy/tokens/_retokenize.pyx
+++ b/spacy/tokens/_retokenize.pyx
@@ -13,7 +13,7 @@ from .span cimport Span
 from .token cimport Token
 from ..lexeme cimport Lexeme, EMPTY_LEXEME
 from ..structs cimport LexemeC, TokenC
-from ..attrs cimport TAG
+from ..attrs cimport TAG, MORPH
 
 from .underscore import is_writable_attr
 from ..attrs import intify_attrs
@@ -65,6 +65,8 @@ cdef class Retokenizer:
             attrs["_"] = extensions
         else:
             attrs = intify_attrs(attrs, strings_map=self.doc.vocab.strings)
+            if MORPH in attrs:
+                self.doc.vocab.morphology.add(self.doc.vocab.strings.as_string(attrs[MORPH]))
         self.merges.append((span, attrs))
 
     def split(self, Token token, orths, heads, attrs=SimpleFrozenDict()):
@@ -96,6 +98,9 @@ cdef class Retokenizer:
             # NB: Since we support {"KEY": [value, value]} syntax here, this
             # will only "intify" the keys, not the values
             attrs = intify_attrs(attrs, strings_map=self.doc.vocab.strings)
+            if MORPH in attrs:
+                for morph in attrs[MORPH]:
+                    self.doc.vocab.morphology.add(self.doc.vocab.strings.as_string(morph))
         head_offsets = []
         for head in heads:
             if isinstance(head, Token):
diff --git a/spacy/tokens/token.pxd b/spacy/tokens/token.pxd
index ec5df3fac..82d9c7c2a 100644
--- a/spacy/tokens/token.pxd
+++ b/spacy/tokens/token.pxd
@@ -43,6 +43,8 @@ cdef class Token:
             return token.pos
         elif feat_name == TAG:
             return token.tag
+        elif feat_name == MORPH:
+            return token.morph
         elif feat_name == DEP:
             return token.dep
         elif feat_name == HEAD:
@@ -71,6 +73,8 @@ cdef class Token:
             token.pos = <univ_pos_t>value
         elif feat_name == TAG:
             token.tag = value
+        elif feat_name == MORPH:
+            token.morph = value
         elif feat_name == DEP:
             token.dep = value
         elif feat_name == HEAD: