diff --git a/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/ref_convert_i64_i32.cpp b/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/ref_convert_i64_i32.cpp
new file mode 100644
index 00000000000..66295921faf
--- /dev/null
+++ b/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/ref_convert_i64_i32.cpp
@@ -0,0 +1,48 @@
+// Copyright (C) 2023 Intel Corporation
+// SPDX-License-Identifier: Apache-2.0
+//
+
+
+#include "ref_convert_i64_i32.hpp"
+#include <openvino/opsets/opset10.hpp>
+#include "cpu_types.h"
+#include <openvino/pass/pattern/op/wrap_type.hpp>
+
+#include "itt.hpp"
+
+ov::pass::RefConvertI64ToI32::RefConvertI64ToI32() {
+    MATCHER_SCOPE(RefConvertI64ToI32);
+
+    auto i64_extension = [](const ov::Output<ov::Node>& output) -> bool {
+        auto node = output.get_node_shared_ptr();
+        return ov::intel_cpu::TypeFromName(node->get_type_name()) == ov::intel_cpu::Type::Unknown &&
+               ov::pass::pattern::type_matches_any({ov::element::i64, ov::element::u64})(output);
+    };
+
+    auto ref_m = ov::pass::pattern::any_input(i64_extension);
+
+    ov::matcher_pass_callback callback = [=](ov::pass::pattern::Matcher& m) {
+        const auto ref = m.get_match_root();
+
+        for (auto& output : ref->outputs()) {
+            if (output.get_element_type() == ov::element::i64 || output.get_element_type() == ov::element::u64) {
+                auto targetInputs = output.get_target_inputs();
+                auto convert = std::make_shared<ov::opset10::Convert>(output, ov::element::i32);
+
+                for (const auto& targetInput : targetInputs) {
+                    targetInput.replace_source_output(convert);
+                }
+
+                auto& convertTensor = convert->output(0).get_tensor();
+                if (!output.get_names().empty()) {
+                    convertTensor.set_names(output.get_names());
+                }
+            }
+        }
+
+        return true;
+    };
+
+    auto m = std::make_shared<ov::pass::pattern::Matcher>(ref_m, matcher_name);
+    this->register_matcher(m, callback);
+}
diff --git a/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/ref_convert_i64_i32.hpp b/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/ref_convert_i64_i32.hpp
new file mode 100644
index 00000000000..271c4a0a42d
--- /dev/null
+++ b/src/plugins/intel_cpu/src/transformations/cpu_opset/common/pass/ref_convert_i64_i32.hpp
@@ -0,0 +1,21 @@
+// Copyright (C) 2023 Intel Corporation
+// SPDX-License-Identifier: Apache-2.0
+//
+
+#pragma once
+
+#include <openvino/pass/graph_rewrite.hpp>
+
+namespace ov {
+namespace pass {
+
+// This pass inserts Convert node from i64 to i32 for Reference nodes.
+
+class RefConvertI64ToI32: public ov::pass::MatcherPass {
+public:
+    OPENVINO_RTTI("RefConvertI64ToI32", "0");
+    RefConvertI64ToI32();
+};
+
+}  // namespace pass
+}  // namespace ov
diff --git a/src/plugins/intel_cpu/src/transformations/transformation_pipeline.cpp b/src/plugins/intel_cpu/src/transformations/transformation_pipeline.cpp
index 3ee53279478..942c41b3048 100644
--- a/src/plugins/intel_cpu/src/transformations/transformation_pipeline.cpp
+++ b/src/plugins/intel_cpu/src/transformations/transformation_pipeline.cpp
@@ -99,6 +99,7 @@
 #include "transformations/cpu_opset/arm/pass/mish_decomposition.hpp"
 #include "transformations/cpu_opset/common/pass/convert_fq_rnn_to_quantized_rnn.hpp"
 #include "transformations/cpu_opset/common/pass/move_eltwise_up_data_movement.hpp"
+#include "transformations/cpu_opset/common/pass/ref_convert_i64_i32.hpp"
 #include "transformations/cpu_opset/common/pass/swap_convert_transpose.hpp"
 
 // Snippets
@@ -248,6 +249,7 @@ void Transformations::PreLpt(const std::vector<ov::element::Type>& defaultPrecis
         CPU_REGISTER_PASS_COMMON(manager, ngraph::pass::low_precision::ConvertSubtractConstant, defaultPrecisions);
     }
     CPU_REGISTER_PASS_COMMON(manager, ov::pass::Validate);
+    CPU_REGISTER_PASS_COMMON(manager, ov::pass::RefConvertI64ToI32);
     CPU_REGISTER_PASS_COMMON(manager, ov::pass::ConvertPrecision, precisions, type_to_fuse);
     CPU_REGISTER_PASS_COMMON(manager, ov::pass::EliminateConvert);
     CPU_REGISTER_PASS_COMMON(manager, SwapConvertTranspose);