diff --git a/spacy/tokens/doc.pyx b/spacy/tokens/doc.pyx
index 22096d4ed..a3ae45733 100644
--- a/spacy/tokens/doc.pyx
+++ b/spacy/tokens/doc.pyx
@@ -158,7 +158,7 @@ cdef class Doc:
     def noun_chunks(self):
         """Yield spans for base noun phrases."""
         cdef const TokenC* word
-        labels = ['nsubj', 'dobj', 'nsubjpass', 'pcomp', 'pobj', 'conj']
+        labels = ['nsubj', 'dobj', 'nsubjpass', 'pcomp', 'pobj', 'conj', 'attr']
         np_deps = [self.vocab.strings[label] for label in labels]
         np_label = self.vocab.strings['NP']
         for i in range(self.length):