diff --git a/spacy/cli/templates/quickstart_training.jinja b/spacy/cli/templates/quickstart_training.jinja
index 2817147f3..5d5c1770a 100644
--- a/spacy/cli/templates/quickstart_training.jinja
+++ b/spacy/cli/templates/quickstart_training.jinja
@@ -279,8 +279,11 @@ no_output_layer = false
 
 {% else -%}
 [components.textcat.model]
-@architectures = "spacy.TextCatCNN.v2"
+@architectures = "spacy.TextCatReduce.v1"
 exclusive_classes = true
+use_reduce_first = false
+use_reduce_max = false
+use_reduce_mean = true
 nO = null
 
 [components.textcat.model.tok2vec]
@@ -317,8 +320,11 @@ no_output_layer = false
 
 {% else -%}
 [components.textcat_multilabel.model]
-@architectures = "spacy.TextCatCNN.v2"
+@architectures = "spacy.TextCatReduce.v1"
 exclusive_classes = false
+use_reduce_first = false
+use_reduce_max = false
+use_reduce_mean = true
 nO = null
 
 [components.textcat_multilabel.model.tok2vec]
diff --git a/spacy/pipeline/textcat.py b/spacy/pipeline/textcat.py
index 43a335c4a..964a772c7 100644
--- a/spacy/pipeline/textcat.py
+++ b/spacy/pipeline/textcat.py
@@ -55,8 +55,11 @@ no_output_layer = false
 
 single_label_cnn_config = """
 [model]
-@architectures = "spacy.TextCatCNN.v2"
+@architectures = "spacy.TextCatReduce.v1"
 exclusive_classes = true
+use_reduce_first = false
+use_reduce_max = false
+use_reduce_mean = true
 
 [model.tok2vec]
 @architectures = "spacy.HashEmbedCNN.v2"
diff --git a/spacy/pipeline/textcat_multilabel.py b/spacy/pipeline/textcat_multilabel.py
index c917cc610..1183aaff3 100644
--- a/spacy/pipeline/textcat_multilabel.py
+++ b/spacy/pipeline/textcat_multilabel.py
@@ -53,8 +53,11 @@ no_output_layer = false
 
 multi_label_cnn_config = """
 [model]
-@architectures = "spacy.TextCatCNN.v2"
+@architectures = "spacy.TextCatReduce.v1"
 exclusive_classes = false
+use_reduce_first = false
+use_reduce_max = false
+use_reduce_mean = true
 
 [model.tok2vec]
 @architectures = "spacy.HashEmbedCNN.v2"