diff --git a/spacy/pipeline/spancat.py b/spacy/pipeline/spancat.py
index 1b7a9eecb..5ede622c2 100644
--- a/spacy/pipeline/spancat.py
+++ b/spacy/pipeline/spancat.py
@@ -26,17 +26,17 @@ scorer = {"@layers": "spacy.LinearLogistic.v1"}
 hidden_size = 128
 
 [model.tok2vec]
-@architectures = "spacy.Tok2Vec.v1"
+@architectures = "spacy.Tok2Vec.v2"
 
 [model.tok2vec.embed]
-@architectures = "spacy.MultiHashEmbed.v1"
+@architectures = "spacy.MultiHashEmbed.v2"
 width = 96
 rows = [5000, 2000, 1000, 1000]
 attrs = ["ORTH", "PREFIX", "SUFFIX", "SHAPE"]
 include_static_vectors = false
 
 [model.tok2vec.encode]
-@architectures = "spacy.MaxoutWindowEncoder.v1"
+@architectures = "spacy.MaxoutWindowEncoder.v2"
 width = ${model.tok2vec.embed.width}
 window_size = 1
 maxout_pieces = 3
diff --git a/spacy/pipeline/textcat_multilabel.py b/spacy/pipeline/textcat_multilabel.py
index e33a885f8..10aef46aa 100644
--- a/spacy/pipeline/textcat_multilabel.py
+++ b/spacy/pipeline/textcat_multilabel.py
@@ -19,7 +19,7 @@ multi_label_default_config = """
 @architectures = "spacy.TextCatEnsemble.v2"
 
 [model.tok2vec]
-@architectures = "spacy.Tok2Vec.v1"
+@architectures = "spacy.Tok2Vec.v2"
 
 [model.tok2vec.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
@@ -29,7 +29,7 @@ attrs = ["ORTH", "LOWER", "PREFIX", "SUFFIX", "SHAPE", "ID"]
 include_static_vectors = false
 
 [model.tok2vec.encode]
-@architectures = "spacy.MaxoutWindowEncoder.v1"
+@architectures = "spacy.MaxoutWindowEncoder.v2"
 width = ${model.tok2vec.embed.width}
 window_size = 1
 maxout_pieces = 3