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2011.03877
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Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data
8 November 2020
A. Arun
Soumya Batra
Vikas Bhardwaj
Ashwini Challa
Pinar E. Donmez
Peyman Heidari
Hakan Inan
Shashank Jain
Anuj Kumar
Shawn Mei
Karthika Mohan
Michael White
Re-assign community
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Papers citing
"Best Practices for Data-Efficient Modeling in NLG:How to Train Production-Ready Neural Models with Less Data"
18 / 18 papers shown
Title
Few-shot Natural Language Generation for Task-Oriented Dialog
Baolin Peng
Chenguang Zhu
Chunyuan Li
Xiujun Li
Jinchao Li
Michael Zeng
Jianfeng Gao
35
198
0
27 Feb 2020
Multilingual Denoising Pre-training for Neural Machine Translation
Yinhan Liu
Jiatao Gu
Naman Goyal
Xian Li
Sergey Edunov
Marjan Ghazvininejad
M. Lewis
Luke Zettlemoyer
AI4CE
AIMat
92
1,786
0
22 Jan 2020
A Good Sample is Hard to Find: Noise Injection Sampling and Self-Training for Neural Language Generation Models
Chris Kedzie
Kathleen McKeown
26
36
0
08 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
M. Lewis
Yinhan Liu
Naman Goyal
Marjan Ghazvininejad
Abdel-rahman Mohamed
Omer Levy
Veselin Stoyanov
Luke Zettlemoyer
AIMat
VLM
81
10,720
0
29 Oct 2019
Revisiting Self-Training for Neural Sequence Generation
Junxian He
Jiatao Gu
Jiajun Shen
MarcÁurelio Ranzato
SSL
LRM
256
272
0
30 Sep 2019
Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue
Anusha Balakrishnan
J. Rao
Kartikeya Upasani
Michael White
R. Subba
110
82
0
17 Jun 2019
Few-Shot NLG with Pre-Trained Language Model
Zhiyu Zoey Chen
H. Eavani
Wenhu Chen
Yinyin Liu
William Yang Wang
LMTD
35
141
0
21 Apr 2019
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling
Paweł Budzianowski
Tsung-Hsien Wen
Bo-Hsiang Tseng
I. Casanueva
Stefan Ultes
Osman Ramadan
Milica Gasic
108
1,306
0
29 Sep 2018
The E2E Dataset: New Challenges For End-to-End Generation
Jekaterina Novikova
Ondrej Dusek
Verena Rieser
64
456
0
28 Jun 2017
Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation
Albert Gatt
E. Krahmer
LM&MA
ELM
57
814
0
29 Mar 2017
Sequence-Level Knowledge Distillation
Yoon Kim
Alexander M. Rush
63
1,109
0
25 Jun 2016
Sequence-to-Sequence Generation for Spoken Dialogue via Deep Syntax Trees and Strings
Ondrej Dusek
Filip Jurcícek
33
187
0
17 Jun 2016
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems
Tsung-Hsien Wen
Milica Gasic
N. Mrksic
L. Rojas-Barahona
Pei-hao Su
David Vandyke
S. Young
28
188
0
03 Mar 2016
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
Tsung-Hsien Wen
Milica Gasic
N. Mrksic
Pei-hao Su
David Vandyke
S. Young
61
948
0
07 Aug 2015
Adam: A Method for Stochastic Optimization
Diederik P. Kingma
Jimmy Ba
ODL
316
149,474
0
22 Dec 2014
Sequence to Sequence Learning with Neural Networks
Ilya Sutskever
Oriol Vinyals
Quoc V. Le
AIMat
220
20,467
0
10 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate
Dzmitry Bahdanau
Kyunghyun Cho
Yoshua Bengio
AIMat
287
27,205
0
01 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
Kyunghyun Cho
B. V. Merrienboer
Çağlar Gülçehre
Dzmitry Bahdanau
Fethi Bougares
Holger Schwenk
Yoshua Bengio
AIMat
420
23,235
0
03 Jun 2014
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