Semi-parametric models, which augment generation with retrieval, have le...
Machine translation models struggle when translating out-of-domain text,...
Learned models of the environment provide reinforcement learning (RL) ag...
Transformers struggle when attending to long contexts, since the amount ...
Medical articles provide current state of the art treatments and diagnos...
Current state-of-the-art text generators build on powerful language mode...
Visual attention mechanisms are widely used in multimodal tasks, such as...
Named entity recognition (NER) and entity linking (EL) are two fundament...
Fact checking is an essential task in journalism; its importance has bee...
We present a new neural model for text summarization that first extracts...
We present a new neural model for text summarization that first extracts...
We introduce Recurrent Predictive State Policy (RPSP) networks, a recurr...
This paper introduces a novel system identification and tracking method ...