diff --git a/website/docs/usage/embeddings-transformers.mdx b/website/docs/usage/embeddings-transformers.mdx
index 5f1e5b817..fb122e9ef 100644
--- a/website/docs/usage/embeddings-transformers.mdx
+++ b/website/docs/usage/embeddings-transformers.mdx
@@ -140,7 +140,7 @@ factory = "tok2vec"
 factory = "ner"
 
 [components.ner.model]
-@architectures = "spacy.TransitionBasedParser.v1"
+@architectures = "spacy.TransitionBasedParser.v2"
 
 [components.ner.model.tok2vec]
 @architectures = "spacy.Tok2VecListener.v1"
@@ -156,7 +156,7 @@ same. This makes them fully independent and doesn't require an upstream
 factory = "ner"
 
 [components.ner.model]
-@architectures = "spacy.TransitionBasedParser.v1"
+@architectures = "spacy.TransitionBasedParser.v2"
 
 [components.ner.model.tok2vec]
 @architectures = "spacy.Tok2Vec.v2"
@@ -472,7 +472,7 @@ sneakily delegates to the `Transformer` pipeline component.
 factory = "ner"
 
 [nlp.pipeline.ner.model]
-@architectures = "spacy.TransitionBasedParser.v1"
+@architectures = "spacy.TransitionBasedParser.v2"
 state_type = "ner"
 extra_state_tokens = false
 hidden_width = 128