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06/11/2021
Exploiting Large-scale Teacher-Student Training for On-device Acoustic Models
We present results from Alexa speech teams on semi-supervised learning (...
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10/23/2020
A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing
Abstract Meaning Representations (AMR) are a broad-coverage semantic for...
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08/17/2020
Learning Two-Layer Residual Networks with Nonparametric Function Estimation by Convex Programming
We focus on learning a two-layer residual neural network with preactivat...
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10/07/2019
Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks
Semantic role labeling (SRL) involves extracting propositions (i.e. pred...
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09/07/2019
Semantic Role Labeling with Iterative Structure Refinement
Modern state-of-the-art Semantic Role Labeling (SRL) methods rely on exp...
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05/14/2018
AMR Parsing as Graph Prediction with Latent Alignment
Abstract meaning representations (AMRs) are broad-coverage sentence-leve...
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11/19/2015