diff --git a/xla/translate/hlo_to_mhlo/hlo_utils.h b/xla/translate/hlo_to_mhlo/hlo_utils.h
index b570125c654da..57648b566fb23 100644
--- a/xla/translate/hlo_to_mhlo/hlo_utils.h
+++ b/xla/translate/hlo_to_mhlo/hlo_utils.h
@@ -66,9 +66,10 @@ static StatusOr<TypeT> ConvertTensorShapeToType(const Shape& xla_ty,
   }
   using mlir::mhlo::TypeExtensionsAttr;
   mlir::Attribute encoding;
-  if (is_bounded_dynamic) {
-    encoding = TypeExtensionsAttr::get(builder.getContext(), bounds);
-  }
+  // Temporarily disable bound information of MHLO for BladeDISC backend.
+  // if (is_bounded_dynamic) {
+  //   encoding = TypeExtensionsAttr::get(builder.getContext(), bounds);
+  // }
 
   using mlir::sparse_tensor::SparseTensorEncodingAttr;
   // TODO(b/238903065): We don't yet support bounded dynamism shapes and