research
∙
02/02/2022
Retrieve-and-Fill for Scenario-based Task-Oriented Semantic Parsing
Task-oriented semantic parsing models have achieved strong results in re...
share
research
∙
10/12/2021
AutoNLU: Detecting, root-causing, and fixing NLU model errors
Improving the quality of Natural Language Understanding (NLU) models, an...
research
∙
07/10/2021
Assessing Data Efficiency in Task-Oriented Semantic Parsing
Data efficiency, despite being an attractive characteristic, is often ch...
research
∙
06/22/2021
Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization
When tuning the architecture and hyperparameters of large machine learni...
research
∙
05/27/2021
Diagnosing Transformers in Task-Oriented Semantic Parsing
Modern task-oriented semantic parsing approaches typically use seq2seq t...
research
∙
04/15/2021
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing
An effective recipe for building seq2seq, non-autoregressive, task-orien...
research
∙
04/15/2021
Low-Resource Task-Oriented Semantic Parsing via Intrinsic Modeling
Task-oriented semantic parsing models typically have high resource requi...
research
∙
04/11/2021
Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog
Semantic parsing using sequence-to-sequence models allows parsing of dee...
research
∙
02/04/2020
Lightweight Convolutional Representations for On-Device Natural Language Processing
The increasing computational and memory complexities of deep neural netw...
research
∙
10/28/2019
Evaluating Lottery Tickets Under Distributional Shifts
The Lottery Ticket Hypothesis suggests large, over-parameterized neural ...
research
∙
02/06/2019
Diffeomorphic Medial Modeling
Deformable shape modeling approaches that describe objects in terms of t...
research
∙
01/17/2019
Optimizing Deep Neural Networks with Multiple Search Neuroevolution
This paper presents an evolutionary metaheuristic called Multiple Search...
research
∙
12/12/2018
PyText: A Seamless Path from NLP research to production
We introduce PyText - a deep learning based NLP modeling framework built...
research
∙
08/17/2018
Efficient Single-Shot Multibox Detector for Construction Site Monitoring
Asset monitoring in construction sites is an intricate, manually intensi...
research
∙
08/16/2018