diff --git a/3rdparty/mlperftiny/README.md b/3rdparty/mlperftiny/README.md
index 7707f7e58b7f6..28938e90d7442 100644
--- a/3rdparty/mlperftiny/README.md
+++ b/3rdparty/mlperftiny/README.md
@@ -1,2 +1,2 @@
 # MLPerf™ Tiny Benchmark API
-This directory includes API files to build a microTVM project that could be tested with EEMBC benchmark runner. API files are captured from [MLCommons/tiny repository](https://github.com/mlcommons/tiny).
+This directory includes API files to build a microTVM project that could be tested with EEMBC benchmark runner. API files are captured from the [MLCommons/tiny repository](https://github.com/mlcommons/tiny).
diff --git a/apps/microtvm/zephyr/template_project/src/mlperftiny/README.md b/apps/microtvm/zephyr/template_project/src/mlperftiny/README.md
new file mode 100644
index 0000000000000..2b41c1cb6a6a7
--- /dev/null
+++ b/apps/microtvm/zephyr/template_project/src/mlperftiny/README.md
@@ -0,0 +1,2 @@
+# MLPerf Tiny Project API
+This directory includes source files to build a Zephyr microTVM project to use for benchmarking with EEMBC runner. This project has been tested with NUCLEO_L4R5ZI and NRF5340DK.
diff --git a/apps/microtvm/zephyr/template_project/src/mlperftiny/main.cc b/apps/microtvm/zephyr/template_project/src/mlperftiny/main.cc
index 16d2de8fd715b..4c91177062ad5 100644
--- a/apps/microtvm/zephyr/template_project/src/mlperftiny/main.cc
+++ b/apps/microtvm/zephyr/template_project/src/mlperftiny/main.cc
@@ -23,6 +23,7 @@
 int main(int argc, char* argv[]) {
 #if NRF_BOARD == 1
   // Set frequency to 128MHz for nrf5340dk_nrf534 by setting the clock divider to 0.
+  // 0x50005558 is the clock division reg address.
   uint32_t* clock_div = (uint32_t*)0x50005558;
   *clock_div = 0;
 #endif
diff --git a/apps/microtvm/zephyr/template_project/src/mlperftiny/submitter_implemented.cc b/apps/microtvm/zephyr/template_project/src/mlperftiny/submitter_implemented.cc
index 86373425f4bfe..84baee3072cde 100644
--- a/apps/microtvm/zephyr/template_project/src/mlperftiny/submitter_implemented.cc
+++ b/apps/microtvm/zephyr/template_project/src/mlperftiny/submitter_implemented.cc
@@ -41,10 +41,12 @@ static const gpio_pin_t g_gpio_pin = 6;
 #endif
 
 // Implement this method to prepare for inference and preprocess inputs.
+// Modified from source
 void th_load_tensor() {
 #if TARGET_MODEL == 1  // KWS
   g_input_data = static_cast<void*>(ee_get_buffer_pointer());
 #elif TARGET_MODEL == 2  // VWW
+  // Converting uint8 to int8
   int8_t* temp_int = reinterpret_cast<int8_t*>(ee_get_buffer_pointer());
   for (size_t i = 0; i < MAX_DB_INPUT_SIZE; i++) {
     temp_int[i] -= 128;
@@ -111,9 +113,11 @@ void th_results() {
 }
 
 // Implement this method with the logic to perform one inference cycle.
+// Modified from source
 void th_infer() { TVMInfer(g_input_data); }
 
 /// \brief optional API.
+// Modified from source
 void th_final_initialize(void) { TVMRuntimeInit(); }
 
 void th_pre() {}
@@ -143,6 +147,8 @@ void* th_memcpy(void* dst, const void* src, size_t n) { return memcpy(dst, src,
 
 /* N.B.: Many embedded *printf SDKs do not support all format specifiers. */
 int th_vprintf(const char* format, va_list ap) { return vprintf(format, ap); }
+
+// Modified from source
 void th_printf(const char* p_fmt, ...) {
   char buffer[128];
   int size;
@@ -153,8 +159,10 @@ void th_printf(const char* p_fmt, ...) {
   TVMPlatformWriteSerial(buffer, (size_t)size);
 }
 
+// Modified from source
 char th_getchar() { return TVMPlatformUartRxRead(); }
 
+// Modified from source
 void th_serialport_initialize(void) {
 #if EE_CFG_ENERGY_MODE == 1 && NRF_BOARD != 1
   TVMPlatformUARTInit(9600);
@@ -163,6 +171,7 @@ void th_serialport_initialize(void) {
 #endif
 }
 
+// Modified from source
 void th_timestamp(void) {
 #if EE_CFG_ENERGY_MODE == 1 && NRF_BOARD != 1
   /* USER CODE 1 BEGIN */
@@ -182,6 +191,7 @@ void th_timestamp(void) {
 #endif
 }
 
+// Modified from source
 void th_timestamp_initialize(void) {
   /* USER CODE 1 BEGIN */
   // Setting up BOTH perf and energy here