diff --git a/paddle/fluid/ir_adaptor/translator/op_translator.cc b/paddle/fluid/ir_adaptor/translator/op_translator.cc
index a6d29fe6288bc..adc1f38d5117d 100644
--- a/paddle/fluid/ir_adaptor/translator/op_translator.cc
+++ b/paddle/fluid/ir_adaptor/translator/op_translator.cc
@@ -305,6 +305,11 @@ pir::OpInfo OpTranscriber::LookUpOpInfo(pir::IrContext* ctx,
     std::map<std::string, std::vector<std::string>> inputs = op_desc.Inputs();
     std::vector<std::string> input_types;
     for (const auto& pair : inputs) {
+      if (op_desc.Type() == "sparse_sum" || op_desc.Type() == "sparse_slice") {
+        if (pair.first != "x") {
+          continue;
+        }
+      }
       VarDesc* var_desc = op_desc.Block()->FindVarRecursive(pair.second[0]);
       PADDLE_ENFORCE_NE(
           var_desc,
diff --git a/paddle/phi/api/yaml/op_compat.yaml b/paddle/phi/api/yaml/op_compat.yaml
index 883f6ec122f43..38aadc92fee60 100755
--- a/paddle/phi/api/yaml/op_compat.yaml
+++ b/paddle/phi/api/yaml/op_compat.yaml
@@ -3226,6 +3226,23 @@
   attrs:
     data_format: data_layout
 
+- op : sparse_slice
+  int_array :
+    starts :
+      data_type : int
+      tensor_name : StartsTensor
+      tensors_name : StartsTensorList
+    ends :
+      data_type : int
+      tensor_name : EndsTensor
+      tensors_name : EndsTensorList
+
+- op : sparse_sum
+  scalar :
+    axis :
+      data_type : int
+      tensor_name : AxisTensor
+
 - op : sparse_sync_batch_norm
   attrs:
     data_format: data_layout
diff --git a/test/deprecated/legacy_test/test_sparse_slice_op.py b/test/deprecated/legacy_test/test_sparse_slice_op.py
index 483720b0663a2..714a55d24f21c 100644
--- a/test/deprecated/legacy_test/test_sparse_slice_op.py
+++ b/test/deprecated/legacy_test/test_sparse_slice_op.py
@@ -15,6 +15,7 @@
 import unittest
 
 import numpy as np
+from utils import compare_legacy_with_pt
 
 import paddle
 
@@ -206,26 +207,32 @@ def check_result_with_list(self, x, axes, starts, ends, format='coo'):
         if format == 'coo':
             self._check_result_coo(np_x, axes, starts, ends)
 
+    @compare_legacy_with_pt
     def test_coo_5d(self):
         for item in data_5d:
             self.check_result_with_shape(*item, format='coo')
 
+    @compare_legacy_with_pt
     def test_coo_4d(self):
         for item in data_4d:
             self.check_result_with_shape(*item, format='coo')
 
+    @compare_legacy_with_pt
     def test_coo_3d(self):
         for item in data_3d:
             self.check_result_with_shape(*item, format='coo')
 
+    @compare_legacy_with_pt
     def test_coo_2d(self):
         for item in data_2d:
             self.check_result_with_shape(*item, format='coo')
 
+    @compare_legacy_with_pt
     def test_coo_1d(self):
         x = [-49, 55, -5, 0, 3, 0, 0, -60, -21, 0, 0, 0]
         self.check_result_with_list(x, [0], [3], [5], format='coo')
 
+    @compare_legacy_with_pt
     def test_coo_1d_zero(self):
         x = [-49, 55, -5, 0, 3, 0, 0, -60, -21, 0, 0, 0]
         self.check_result_with_list(x, [0], [-3], [-1], format='coo')
diff --git a/test/deprecated/legacy_test/test_sparse_sum_op.py b/test/deprecated/legacy_test/test_sparse_sum_op.py
index 3690341c51dc0..8d245508b3d3e 100644
--- a/test/deprecated/legacy_test/test_sparse_sum_op.py
+++ b/test/deprecated/legacy_test/test_sparse_sum_op.py
@@ -15,6 +15,7 @@
 import unittest
 
 import numpy as np
+from utils import compare_legacy_with_pt
 
 import paddle
 
@@ -172,6 +173,7 @@ def check_result_coo(self, x_shape, dims, keepdim, dtype=None):
                 )
             paddle.disable_static()
 
+    @compare_legacy_with_pt
     def test_sum(self):
         # 1d
         self.check_result_coo([5], None, False)