diff --git a/tensorflow/g3doc/api_docs/python/contrib.rnn.md b/tensorflow/g3doc/api_docs/python/contrib.rnn.md
index f0d70436a5e7d5..1d59c1c6304206 100644
--- a/tensorflow/g3doc/api_docs/python/contrib.rnn.md
+++ b/tensorflow/g3doc/api_docs/python/contrib.rnn.md
@@ -744,7 +744,7 @@ the shapes `[batch_size x s]` for each s in `state_size`.
 
 Basic attention cell wrapper.
 
-Implementation based on https://arxiv.org/pdf/1601.06733.pdf.
+Implementation based on https://arxiv.org/abs/1409.0473.
 - - -
 
 #### `tf.contrib.rnn.AttentionCellWrapper.__call__(inputs, state, scope=None)` {#AttentionCellWrapper.__call__}
diff --git a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard0/tf.contrib.rnn.AttentionCellWrapper.md b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard0/tf.contrib.rnn.AttentionCellWrapper.md
index 3bad4deb66de9c..607aea1f1d6b39 100644
--- a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard0/tf.contrib.rnn.AttentionCellWrapper.md
+++ b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard0/tf.contrib.rnn.AttentionCellWrapper.md
@@ -1,6 +1,6 @@
 Basic attention cell wrapper.
 
-Implementation based on https://arxiv.org/pdf/1601.06733.pdf.
+Implementation based on https://arxiv.org/abs/1409.0473.
 - - -
 
 #### `tf.contrib.rnn.AttentionCellWrapper.__call__(inputs, state, scope=None)` {#AttentionCellWrapper.__call__}