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diff --git a/tensorflow/g3doc/api_docs/python/train.md b/tensorflow/g3doc/api_docs/python/train.md
index 94fa7a3ed5..3d0329ad3f 100644
--- a/tensorflow/g3doc/api_docs/python/train.md
+++ b/tensorflow/g3doc/api_docs/python/train.md
@@ -204,9 +204,8 @@ applies gradients.
### Gating Gradients
-Both `minimize()` and `compute_gradients()` accept a `gate_gradient` argument
-that controls the degree of parallelism during the application of the
-gradients.
+Both `minimize()` and `compute_gradients()` accept a `gate_gradients` argument
+that controls the degree of parallelism during the application of the gradients.
The possible values are: `GATE_NONE`, `GATE_OP`, and `GATE_GRAPH`.