Beating the state-of-the-art with one-shot learning is not common. Transfer learning for NLP is also quite unchartered.

Also the technique is quite novel: This is not pre-trained nets on labeled data, it is an unsupervised generative model.

Future research directions are exciting: Unsupervised prediction of the next frame in a video, and then being able to one-shot learn a wide range of visual tasks.