Before revision:  We motivate the development of our framework with several cautionary tales of previous re-search , which has developed numerous less-than-optimal algorithms for computing expectations and their gradients.
After revision:  We motivate the development of our framework with several cautionary tales of previous research , which has developed numerous less-than-optimal algorithms for computing expectations and their gradients.