sample space), when extending them to

Neural Information Processing Systems 

We thank all reviewers for their detailed constructive feedback and suggestions. Table B (below) demonstrates this empirically. Gumbel-Softmax has) with significantly less training time and resource consumption. These experiments show that when trained with Gumbel-CRF, the AR decoder outperforms REINFORCE. We will clarify this in the paper.