Voice dictation is an increasingly important text input modality. Existi...
We introduce BenchCLAMP, a Benchmark to evaluate Constrained LAnguage Mo...
In natural language understanding (NLU) production systems, users' evolv...
We explore the use of large pretrained language models as few-shot seman...
We describe an approach to task-oriented dialogue in which dialogue stat...
We introduce the syntactic scaffold, an approach to incorporating syntac...
Despite the tremendous empirical success of neural models in natural lan...
We present a novel abstractive summarization framework that draws on the...
Recurrent and convolutional neural networks comprise two distinct famili...
We introduce the structured projection of intermediate gradients optimiz...
We present a new approach to learning semantic parsers from multiple
dat...
We investigate the problem of producing structured graph representations...
We present a new, efficient frame-semantic parser that labels semantic
a...
We present a deep neural architecture that parses sentences into three
s...