diff --git a/tests/datasets/LargeMatMulMMULDataset.h b/tests/datasets/LargeMatMulMMULDataset.h
new file mode 100644
index 0000000..23e0b3e
--- /dev/null
+++ b/tests/datasets/LargeMatMulMMULDataset.h
@@ -0,0 +1,64 @@
+/*
+ * Copyright (c) 2023 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#ifndef ACL_TESTS_DATASETS_LARGEMATMULMMULDATASET
+#define ACL_TESTS_DATASETS_LARGEMATMULMMULDATASET
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+#include "tests/datasets/MatMulDataset.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace datasets
+{
+/** MatMul MMUL shapes are similar to MatMul shapes except that K has to be a multiple of MMUL_K0 which is 4 (e.g. see src/gpu/cl/kernels/ClMatMulNativeMMULKernel.cpp for the definition)
+ */
+class LargeMatMulMMULDataset final : public MatMulDataset
+{
+public:
+    LargeMatMulMMULDataset()
+    {
+        add_config(TensorShape(24U, 13U, 3U, 2U), TensorShape(33U, 24U, 3U, 2U), TensorShape(33U, 13U, 3U, 2U));
+        add_config(TensorShape(36U, 12U, 1U, 5U), TensorShape(21U, 36U, 1U, 5U), TensorShape(21U, 12U, 1U, 5U));
+        add_config(TensorShape(44U, 38U, 3U, 2U), TensorShape(21U, 44U, 3U, 2U), TensorShape(21U, 38U, 3U, 2U));
+    }
+};
+
+class HighDimensionalMatMulMMULDataset final : public MatMulDataset
+{
+public:
+    HighDimensionalMatMulMMULDataset()
+    {
+        add_config(TensorShape(4U, 5U, 2U, 2U, 2U, 2U), TensorShape(5U, 4U, 2U, 2U, 2U, 2U), TensorShape(5U, 5U, 2U, 2U, 2U, 2U)); // 6D tensor
+    }
+};
+
+} // namespace datasets
+} // namespace test
+} // namespace arm_compute
+
+#endif /* ACL_TESTS_DATASETS_LARGEMATMULMMULDATASET */
diff --git a/tests/datasets/SmallMatMulMMULDataset.h b/tests/datasets/SmallMatMulMMULDataset.h
new file mode 100644
index 0000000..9e51748
--- /dev/null
+++ b/tests/datasets/SmallMatMulMMULDataset.h
@@ -0,0 +1,66 @@
+/*
+ * Copyright (c) 2023 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#ifndef ACL_TESTS_DATASETS_SMALLMATMULMMULDATASET
+#define ACL_TESTS_DATASETS_SMALLMATMULMMULDATASET
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+#include "tests/datasets/MatMulDataset.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace datasets
+{
+/** MatMul MMUL shapes are similar to MatMul shapes except that K has to be a multiple of MMUL_K0 which is 4 (e.g. see src/gpu/cl/kernels/ClMatMulNativeMMULKernel.cpp for the definition)
+ */
+class SmallMatMulMMULDataset final : public MatMulDataset
+{
+public:
+    SmallMatMulMMULDataset()
+    {
+        add_config(TensorShape(8U, 4U, 2U, 2U), TensorShape(2U, 8U, 2U, 2U), TensorShape(2U, 4U, 2U, 2U));
+        add_config(TensorShape(28U, 1U), TensorShape(23U, 28U), TensorShape(23U, 1U));
+        add_config(TensorShape(8U, 4U, 2U), TensorShape(16U, 8U, 2U), TensorShape(16U, 4U, 2U));
+        add_config(TensorShape(32U, 2U), TensorShape(17U, 32U), TensorShape(17U, 2U));
+        add_config(TensorShape(8U, 6U), TensorShape(7U, 8U), TensorShape(7U, 6U));
+    }
+};
+
+class TinyMatMulMMULDataset final : public MatMulDataset
+{
+public:
+    TinyMatMulMMULDataset()
+    {
+        add_config(TensorShape(4U, 4U), TensorShape(4U, 4U), TensorShape(4U, 4U));
+    }
+};
+
+} // namespace datasets
+} // namespace test
+} // namespace arm_compute
+
+#endif /* ACL_TESTS_DATASETS_SMALLMATMULMMULDATASET */