diff --git a/beginner_source/transformer_tutorial.rst b/beginner_source/transformer_tutorial.rst
new file mode 100644
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+Language Modeling with ``nn.Transformer`` and torchtext
+===========================================================
+
+The content is deprecated.
+
+.. raw:: html
+   <meta http-equiv="refresh" content="0; url=https://pytorch.org/tutorials/">