Transferable Neural Projection Representations
Posted on16 Sep 2019
Neural word representations are at the core of many state-of-the-art natural language processing models. A widely used approach is to pre-train, store...Read More
TaskMaster-1 Dialog Corpus: Toward a Realistic and Diverse Dataset
Posted on16 Sep 2019
A significant barrier to progress in data-driven approaches to building dialog systems is the lack of high quality, goal-oriented conversational data. To...Read More
Deep Reinforcement Learning For Modeling Chit-Chat Dialog With Discrete Attributes
Posted on16 Sep 2019
Open domain dialogues face the challenge of being repetitive and producing generic responses. In this paper, we demonstrate that we are able...Read More
Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks
Posted on27 Sep 2018
Natural language is hierarchically structured: smaller units (e.g., phrases) are nested within larger units (e.g., clauses). When a larger constituent ends, all...Read More
Resolving Event Coreference with Supervised Representation Learning and Clustering-Oriented Regularization
Posted on21 Jun 2018
We present an approach to event coreference resolution by developing a general framework for clustering that uses supervised representation learning. We propose...Read More