diff --git a/src/backends/reference/test/RefLayerTests.cpp b/src/backends/reference/test/RefLayerTests.cpp
index 593dc78..ae40333 100644
--- a/src/backends/reference/test/RefLayerTests.cpp
+++ b/src/backends/reference/test/RefLayerTests.cpp
@@ -1133,6 +1133,27 @@
 ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul3DNonSquareQAsymmU8, BatchMatMul3DNonSquareTest<DataType::QAsymmU8>);
 ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul3DNonSquareQASymmS16, BatchMatMul3DNonSquareTest<DataType::QSymmS16>);
 
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DTranspSimpleBFloat16, BatchMatMul2DTranspSimpleTest<DataType::BFloat16>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DTranspSimpleFloat32, BatchMatMul2DTranspSimpleTest<DataType::Float32>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DTranspSimpleFloat16, BatchMatMul2DTranspSimpleTest<DataType::Float16>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DTranspSimpleQAsymmS8, BatchMatMul2DTranspSimpleTest<DataType::QAsymmS8>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DTranspSimpleQAsymmU8, BatchMatMul2DTranspSimpleTest<DataType::QAsymmU8>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DTranspSimpleQASymmS16,BatchMatMul2DTranspSimpleTest<DataType::QSymmS16>);
+
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DAdjointSimpleBFloat16, BatchMatMul2DAdjointSimpleTest<DataType::BFloat16>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DAdjointSimpleFloat32, BatchMatMul2DAdjointSimpleTest<DataType::Float32>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DAdjointSimpleFloat16, BatchMatMul2DAdjointSimpleTest<DataType::Float16>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DAdjointSimpleQAsymmS8, BatchMatMul2DAdjointSimpleTest<DataType::QAsymmS8>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DAdjointSimpleQAsymmU8, BatchMatMul2DAdjointSimpleTest<DataType::QAsymmU8>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMul2DAdjointSimpleQASymmS16,BatchMatMul2DAdjointSimpleTest<DataType::QSymmS16>);
+
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMulNHWCParamsBFloat16, BatchMatMulNHWCParamsTest<DataType::BFloat16>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMulNHWCParamsFloat32, BatchMatMulNHWCParamsTest<DataType::Float32>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMulNHWCParamsFloat16, BatchMatMulNHWCParamsTest<DataType::Float16>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMulNHWCParamsQAsymmS8, BatchMatMulNHWCParamsTest<DataType::QAsymmS8>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMulNHWCParamsQAsymmU8, BatchMatMulNHWCParamsTest<DataType::QAsymmU8>);
+ARMNN_AUTO_TEST_CASE_WITH_THF(BatchMatMulNHWCParamsQASymmS16, BatchMatMulNHWCParamsTest<DataType::QSymmS16>);
+
 // Batch Norm
 ARMNN_AUTO_TEST_CASE_WITH_THF(BatchNormFloat32, BatchNormFloat32Test)
 ARMNN_AUTO_TEST_CASE_WITH_THF(BatchNormFloat32Nhwc, BatchNormFloat32NhwcTest)