diff --git a/src/plugins/intel_gpu/tests/functional/behavior/model_cache.cpp b/src/plugins/intel_gpu/tests/functional/behavior/model_cache.cpp
index 573d275da84e51..bcb6be2fe307e7 100644
--- a/src/plugins/intel_gpu/tests/functional/behavior/model_cache.cpp
+++ b/src/plugins/intel_gpu/tests/functional/behavior/model_cache.cpp
@@ -97,113 +97,18 @@ void CheckWeightlessCacheAccuracy::run() {
     }
 }
 
-TEST_F(CheckWeightlessCacheAccuracy, 2InputSubtract) {
-    model = ov::test::utils::make_2_input_subtract();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, ConcatWithParams) {
-    model = ov::test::utils::make_concat_with_params();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, ConvBias) {
-    model = ov::test::utils::make_conv_bias();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, ConvPoolRelu) {
-    model = ov::test::utils::make_conv_pool_relu();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, ConvPoolReluNoReshapes) {
-    model = ov::test::utils::make_conv_pool_relu_no_reshapes();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, ConvPoolReluNonZero) {
-    model = ov::test::utils::make_conv_pool_relu_non_zero();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, ConvertTranspose) {
-    model = ov::test::utils::make_convert_transpose();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, DetectionOutput) {
-    model = ov::test::utils::make_detection_output();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, KsoFunction) {
-    model = ov::test::utils::make_kso_function();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, MatmulBias) {
-    model = ov::test::utils::make_matmul_bias();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, MultiSingleConv) {
-    model = ov::test::utils::make_multi_single_conv();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, MultipleInputOutputDoubleConcat) {
-    model = ov::test::utils::make_multiple_input_output_double_concat();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, NestedBranchConvConcat) {
-    model = ov::test::utils::make_nested_branch_conv_concat();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, NestedSplitConvConcat) {
-    model = ov::test::utils::make_nested_split_conv_concat();
-    run();
-}
-
 TEST_F(CheckWeightlessCacheAccuracy, ReadConcatSplitAssign) {
-    model = ov::test::utils::make_read_concat_split_assign();
+    model = ov::test::utils::make_read_concat_split_assign({1, 1, 2, 4}, ov::element::f16);
     run();
 }
 
 TEST_F(CheckWeightlessCacheAccuracy, SingleConcatWithConstant) {
-    model = ov::test::utils::make_single_concat_with_constant();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, SingleConv) {
-    model = ov::test::utils::make_single_conv();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, SingleSplit) {
-    model = ov::test::utils::make_single_split();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, SplitConcat) {
-    model = ov::test::utils::make_split_concat();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, SplitConvConcat) {
-    model = ov::test::utils::make_split_conv_concat();
-    run();
-}
-
-TEST_F(CheckWeightlessCacheAccuracy, SplitMultiConvConcat) {
-    model = ov::test::utils::make_split_multi_conv_concat();
+    model = ov::test::utils::make_single_concat_with_constant({1, 1, 2, 4}, ov::element::f16);
     run();
 }
 
 TEST_F(CheckWeightlessCacheAccuracy, TiWithLstmCell) {
-    model = ov::test::utils::make_ti_with_lstm_cell();
+    model = ov::test::utils::make_ti_with_lstm_cell(ov::element::f16);
     run();
 }