Optimize the following Python code to reduce running time.

def add_arrays(arr1, arr2):
  result = []
  for i in range(len(arr1)):
    result.append(arr1[i] + arr2[i])
  return result
Not applicable
def add_arrays(arr1, arr2):
  return [x + y for x, y in zip(arr1, arr2)]