diff --git a/mediapipe/tasks/cc/core/base_options.cc b/mediapipe/tasks/cc/core/base_options.cc
index ec85ea753..0e3bb7401 100644
--- a/mediapipe/tasks/cc/core/base_options.cc
+++ b/mediapipe/tasks/cc/core/base_options.cc
@@ -52,7 +52,7 @@ proto::BaseOptions ConvertBaseOptionsToProto(BaseOptions* base_options) {
   }
   switch (base_options->delegate) {
     case BaseOptions::Delegate::CPU:
-      base_options_proto.mutable_acceleration()->mutable_xnnpack();
+      base_options_proto.mutable_acceleration()->mutable_tflite();
       break;
     case BaseOptions::Delegate::GPU:
       base_options_proto.mutable_acceleration()->mutable_gpu();
diff --git a/mediapipe/tasks/cc/core/model_task_graph.cc b/mediapipe/tasks/cc/core/model_task_graph.cc
index c6bc8f69b..90a38747c 100644
--- a/mediapipe/tasks/cc/core/model_task_graph.cc
+++ b/mediapipe/tasks/cc/core/model_task_graph.cc
@@ -122,6 +122,9 @@ class InferenceSubgraph : public Subgraph {
       case Acceleration::kGpu:
         delegate.mutable_gpu()->CopyFrom(acceleration.gpu());
         break;
+      case Acceleration::kTflite:
+        delegate.mutable_tflite()->CopyFrom(acceleration.tflite());
+        break;
       case Acceleration::DELEGATE_NOT_SET:
         // Deafult inference calculator setting.
         break;
@@ -177,9 +180,9 @@ GenericNode& ModelTaskGraph::AddInference(
       ->CopyFrom(acceleration);
   // When the model resources tag is available, the ModelResourcesCalculator
   // will retrieve the cached model resources from the graph service by tag.
-  // Otherwise, provides the exteranal file and asks the
+  // Otherwise, provides the external file and asks the
   // ModelResourcesCalculator to create a local model resources in its
-  // Calcualtor::Open().
+  // Calculator::Open().
   if (!model_resources.GetTag().empty()) {
     inference_subgraph_opts.set_model_resources_tag(model_resources.GetTag());
   } else {
diff --git a/mediapipe/tasks/cc/core/proto/acceleration.proto b/mediapipe/tasks/cc/core/proto/acceleration.proto
index a0575a5d5..bdfaff4d2 100644
--- a/mediapipe/tasks/cc/core/proto/acceleration.proto
+++ b/mediapipe/tasks/cc/core/proto/acceleration.proto
@@ -32,5 +32,6 @@ message Acceleration {
   oneof delegate {
     mediapipe.InferenceCalculatorOptions.Delegate.Xnnpack xnnpack = 1;
     mediapipe.InferenceCalculatorOptions.Delegate.Gpu gpu = 2;
+    mediapipe.InferenceCalculatorOptions.Delegate.TfLite tflite = 4;
   }
 }
diff --git a/mediapipe/tasks/cc/vision/object_detector/object_detector_test.cc b/mediapipe/tasks/cc/vision/object_detector/object_detector_test.cc
index 8a9251152..8db3fa767 100644
--- a/mediapipe/tasks/cc/vision/object_detector/object_detector_test.cc
+++ b/mediapipe/tasks/cc/vision/object_detector/object_detector_test.cc
@@ -197,7 +197,7 @@ TEST_F(CreateFromOptionsTest, FailsWithSelectiveOpResolverMissingOps) {
   // interpreter errors (e.g., "Encountered unresolved custom op").
   EXPECT_EQ(object_detector.status().code(), absl::StatusCode::kInternal);
   EXPECT_THAT(object_detector.status().message(),
-              HasSubstr("interpreter_builder(&interpreter) == kTfLiteOk"));
+              HasSubstr("interpreter->AllocateTensors() == kTfLiteOk"));
 }
 
 TEST_F(CreateFromOptionsTest, FailsWithMissingModel) {
diff --git a/mediapipe/tasks/testdata/text/BUILD b/mediapipe/tasks/testdata/text/BUILD
index 1b569127b..a12e607bb 100644
--- a/mediapipe/tasks/testdata/text/BUILD
+++ b/mediapipe/tasks/testdata/text/BUILD
@@ -26,6 +26,7 @@ mediapipe_files(srcs = [
     "30k-clean.model",
     "albert_with_metadata.tflite",
     "bert_text_classifier.tflite",
+    "mobilebert_embedding_with_metadata.tflite",
     "mobilebert_with_metadata.tflite",
     "test_model_text_classifier_bool_output.tflite",
     "test_model_text_classifier_with_regex_tokenizer.tflite",
@@ -83,3 +84,8 @@ filegroup(
     name = "bert_text_classifier_models",
     srcs = ["bert_text_classifier.tflite"],
 )
+
+filegroup(
+    name = "mobilebert_embedding_model",
+    srcs = ["mobilebert_embedding_with_metadata.tflite"],
+)
diff --git a/third_party/external_files.bzl b/third_party/external_files.bzl
index 8f4b70d38..b1d2c875a 100644
--- a/third_party/external_files.bzl
+++ b/third_party/external_files.bzl
@@ -340,6 +340,12 @@ def external_files():
         urls = ["https://storage.googleapis.com/mediapipe-assets/left_hands.jpg?generation=1661875796949017"],
     )
 
+    http_file(
+        name = "com_google_mediapipe_mobilebert_embedding_with_metadata_tflite",
+        sha256 = "fa47142dcc6f446168bc672f2df9605b6da5d0c0d6264e9be62870282365b95c",
+        urls = ["https://storage.googleapis.com/mediapipe-assets/mobilebert_embedding_with_metadata.tflite?generation=1664516086197724"],
+    )
+
     http_file(
         name = "com_google_mediapipe_mobilebert_vocab_txt",
         sha256 = "07eced375cec144d27c900241f3e339478dec958f92fddbc551f295c992038a3",