diff --git a/tfjs-node-gpu/test_objects/saved_model/model_single_input_multi_output/saved_model.pb b/tfjs-node-gpu/test_objects/saved_model/model_single_input_multi_output/saved_model.pb
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index 00000000000..7f19c27d6a5
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diff --git a/tfjs-node-gpu/test_objects/saved_model/model_single_input_multi_output/variables/variables.data-00000-of-00001 b/tfjs-node-gpu/test_objects/saved_model/model_single_input_multi_output/variables/variables.data-00000-of-00001
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index 00000000000..8020ed84834
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diff --git a/tfjs-node-gpu/test_objects/saved_model/model_single_input_multi_output/variables/variables.index b/tfjs-node-gpu/test_objects/saved_model/model_single_input_multi_output/variables/variables.index
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index 00000000000..a2750a61168
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diff --git a/tfjs-node/src/saved_model.ts b/tfjs-node/src/saved_model.ts
index 8df10f388a3..5b0bff7e157 100644
--- a/tfjs-node/src/saved_model.ts
+++ b/tfjs-node/src/saved_model.ts
@@ -284,9 +284,10 @@ export class TFSavedModel implements InferenceModel {
       let inputTensors: Tensor[] = [];
       if (inputs instanceof Tensor) {
         inputTensors.push(inputs);
-        return this.backend.runSavedModel(
+        const result = this.backend.runSavedModel(
             this.sessionId, inputTensors, Object.values(this.inputNodeNames),
-            Object.values(this.outputNodeNames))[0];
+            Object.values(this.outputNodeNames));
+        return result.length > 1 ? result : result[0];
       } else if (Array.isArray(inputs)) {
         inputTensors = inputs;
         return this.backend.runSavedModel(
diff --git a/tfjs-node/src/saved_model_test.ts b/tfjs-node/src/saved_model_test.ts
index 3a9bed7a7b7..99fcaceddc5 100644
--- a/tfjs-node/src/saved_model_test.ts
+++ b/tfjs-node/src/saved_model_test.ts
@@ -429,7 +429,26 @@ describe('SavedModel', () => {
     model2.dispose();
   });
 
-  it('execute model with multiple inputs and outputs', async () => {
+  it('execute model with single input and multiple outputs', async () => {
+    // This test model behaves as: f(x)=[2*x, x]
+    const model = await tf.node.loadSavedModel(
+        './test_objects/saved_model/model_single_input_multi_output', ['serve'],
+        'serving_default');
+    const input = tf.tensor1d([1, 2, 3], 'int32');
+    const output = model.predict(input) as tf.Tensor[];
+    const output1 = output[0];
+    const output2 = output[1];
+    expect(output1.shape).toEqual(input.shape);
+    expect(output1.dtype).toBe(input.dtype);
+    expect(output2.shape).toEqual(input.shape);
+    expect(output2.dtype).toBe(input.dtype);
+    test_util.expectArraysClose(await output1.data(), [2, 4, 6]);
+    test_util.expectArraysClose(await output2.data(), [1, 2, 3]);
+    model.dispose();
+  });
+
+  it('execute model with multiple inputs and multiple outputs', async () => {
+    // This test model behaves as: f(x, y)=[2*x, y]
     const model = await tf.node.loadSavedModel(
         './test_objects/saved_model/model_multi_output', ['serve'],
         'serving_default');
diff --git a/tfjs-node/test_objects/saved_model/model_single_input_multi_output/saved_model.pb b/tfjs-node/test_objects/saved_model/model_single_input_multi_output/saved_model.pb
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diff --git a/tfjs-node/test_objects/saved_model/model_single_input_multi_output/variables/variables.data-00000-of-00001 b/tfjs-node/test_objects/saved_model/model_single_input_multi_output/variables/variables.data-00000-of-00001
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index 00000000000..8020ed84834
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diff --git a/tfjs-node/test_objects/saved_model/model_single_input_multi_output/variables/variables.index b/tfjs-node/test_objects/saved_model/model_single_input_multi_output/variables/variables.index
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