Before revision:  While this setup is a natural one and similar to humans conversing with each other, it introduces a key research challenge : understanding the context left implicit by the user in follow-up questions  .
After revision:  While this setup is a natural one and similar to humans conversing with each other, it introduces a key research challenge : understanding the context left implicit by the user in follow-up questions , and dealing with ad hoc question formulations .