diff --git a/paddle/fluid/eager/auto_code_generator/generator/eager_gen.py b/paddle/fluid/eager/auto_code_generator/generator/eager_gen.py
index b556062343d627590f6d94d69bebce479d4f0d86..532eabdef437c7549cfe83c69c105e898a608521 100644
--- a/paddle/fluid/eager/auto_code_generator/generator/eager_gen.py
+++ b/paddle/fluid/eager/auto_code_generator/generator/eager_gen.py
@@ -66,7 +66,6 @@ black_ops_list = [
 # kernel performs same to it.
 prim_white_list = [
     "matmul_double_grad",
-    "tanh_double_grad",
     "subtract_double_grad",
     "silu_double_grad",
 ]
diff --git a/paddle/phi/api/yaml/backward.yaml b/paddle/phi/api/yaml/backward.yaml
index e6b29051d7c8512b3653e25ab0ccea70241b19e5..f9868df491388b3d9dc30d6b59ed88a9d90cacdb 100644
--- a/paddle/phi/api/yaml/backward.yaml
+++ b/paddle/phi/api/yaml/backward.yaml
@@ -2017,6 +2017,7 @@
     func : tanh_double_grad
   composite : tanh_double_grad(out, grad_out, grad_x_grad, out_grad, grad_out_grad)
   inplace : (grad_x_grad -> grad_out_grad)
+  backward : tanh_triple_grad
 
 - backward_op : tanh_grad
   forward : tanh (Tensor x) -> Tensor(out)
@@ -2042,6 +2043,18 @@
     func : tanh_shrink_grad
   inplace : (out_grad -> x_grad)
 
+- backward_op : tanh_triple_grad
+  forward : tanh_double_grad (Tensor out, Tensor grad_out_forward, Tensor grad_x_grad_forward) -> Tensor(grad_out_new), Tensor(grad_out_grad)
+  args : (Tensor out, Tensor grad_out_forward, Tensor grad_x_grad_forward, Tensor grad_out_new_grad, Tensor grad_out_grad_grad)
+  output : Tensor(out_grad), Tensor(grad_out_forward_grad), Tensor(grad_x_grad_forward_grad)
+  infer_meta :
+    func : GeneralTernaryGradInferMeta
+    param : [out, out, grad_x_grad_forward]
+  kernel :
+    func : tanh_triple_grad
+  inplace : (grad_x_grad_forward -> grad_out_forward_grad)
+  optional : grad_out_new_grad, grad_out_grad_grad
+
 - backward_op : temporal_shift_grad
   forward : temporal_shift(Tensor x, int seg_num, float shift_ratio = 0.25f, str data_format = "NCHW") -> Tensor(out)
   args : (Tensor out_grad, int seg_num, float shift_ratio, str data_format)
diff --git a/paddle/phi/api/yaml/op_compat.yaml b/paddle/phi/api/yaml/op_compat.yaml
index 0d77b08acbadd56e174df4a2ed3ffcef35bc4785..bbe3017e27eba704fedd5273dab4c9b6649d1af1 100755
--- a/paddle/phi/api/yaml/op_compat.yaml
+++ b/paddle/phi/api/yaml/op_compat.yaml
@@ -2323,7 +2323,7 @@
     attrs : [bool use_mkldnn = false, bool use_cudnn = false]
 
 - op : tanh
-  backward : tanh_grad, tanh_double_grad (tanh_grad_grad)
+  backward : tanh_grad, tanh_double_grad (tanh_grad_grad), tanh_triple_grad
   inputs :
     x : X
   outputs :