diff --git a/spacy/ml/models/textcat.py b/spacy/ml/models/textcat.py
index 94e4f72b5..e5f4af2fb 100644
--- a/spacy/ml/models/textcat.py
+++ b/spacy/ml/models/textcat.py
@@ -53,7 +53,7 @@ def build_bow_text_classifier(exclusive_classes, ngram_size, no_output_layer, nO
     return model
 
 
-@registry.architectures.register("spacy.TextCat.v1")
+@registry.architectures.register("spacy.TextCatEnsemble.v1")
 def build_text_classifier(
     width,
     embed_size,
diff --git a/spacy/pipeline/textcat.py b/spacy/pipeline/textcat.py
index 3c0808342..628ff250b 100644
--- a/spacy/pipeline/textcat.py
+++ b/spacy/pipeline/textcat.py
@@ -14,7 +14,7 @@ from ..vocab import Vocab
 
 default_model_config = """
 [model]
-@architectures = "spacy.TextCat.v1"
+@architectures = "spacy.TextCatEnsemble.v1"
 exclusive_classes = false
 pretrained_vectors = null
 width = 64
diff --git a/spacy/tests/pipeline/test_pipe_factories.py b/spacy/tests/pipeline/test_pipe_factories.py
index db090fdf2..990509b02 100644
--- a/spacy/tests/pipeline/test_pipe_factories.py
+++ b/spacy/tests/pipeline/test_pipe_factories.py
@@ -155,7 +155,7 @@ def test_pipe_class_component_model():
     name = "test_class_component_model"
     default_config = {
         "model": {
-            "@architectures": "spacy.TextCat.v1",
+            "@architectures": "spacy.TextCatEnsemble.v1",
             "exclusive_classes": False,
             "pretrained_vectors": None,
             "width": 64,
diff --git a/spacy/tests/pipeline/test_textcat.py b/spacy/tests/pipeline/test_textcat.py
index 5e8dab0bd..4ae6d63ac 100644
--- a/spacy/tests/pipeline/test_textcat.py
+++ b/spacy/tests/pipeline/test_textcat.py
@@ -131,9 +131,9 @@ def test_overfitting_IO():
         {"@architectures": "spacy.TextCatBOW.v1", "exclusive_classes": True, "ngram_size": 4, "no_output_layer": False},
         {"@architectures": "spacy.TextCatBOW.v1", "exclusive_classes": False, "ngram_size": 3, "no_output_layer": True},
         {"@architectures": "spacy.TextCatBOW.v1", "exclusive_classes": True, "ngram_size": 2, "no_output_layer": True},
-        {"@architectures": "spacy.TextCat.v1", "exclusive_classes": False, "ngram_size": 1, "pretrained_vectors": False, "width": 64, "conv_depth": 2, "embed_size": 2000, "window_size": 2, "dropout": None},
-        {"@architectures": "spacy.TextCat.v1", "exclusive_classes": True, "ngram_size": 5, "pretrained_vectors": False, "width": 128, "conv_depth": 2, "embed_size": 2000, "window_size": 1, "dropout": None},
-        {"@architectures": "spacy.TextCat.v1", "exclusive_classes": True, "ngram_size": 2, "pretrained_vectors": False, "width": 32, "conv_depth": 3, "embed_size": 500, "window_size": 3, "dropout": None},
+        {"@architectures": "spacy.TextCatEnsemble.v1", "exclusive_classes": False, "ngram_size": 1, "pretrained_vectors": False, "width": 64, "conv_depth": 2, "embed_size": 2000, "window_size": 2, "dropout": None},
+        {"@architectures": "spacy.TextCatEnsemble.v1", "exclusive_classes": True, "ngram_size": 5, "pretrained_vectors": False, "width": 128, "conv_depth": 2, "embed_size": 2000, "window_size": 1, "dropout": None},
+        {"@architectures": "spacy.TextCatEnsemble.v1", "exclusive_classes": True, "ngram_size": 2, "pretrained_vectors": False, "width": 32, "conv_depth": 3, "embed_size": 500, "window_size": 3, "dropout": None},
         {"@architectures": "spacy.TextCatCNN.v1", "tok2vec": DEFAULT_TOK2VEC_MODEL, "exclusive_classes": True},
         {"@architectures": "spacy.TextCatCNN.v1", "tok2vec": DEFAULT_TOK2VEC_MODEL, "exclusive_classes": False},
     ],