Self-Training with Purpose Preserving Augmentation Improves Few-shot Generative Dialogue State Tracking

17 November 2022

Papers citing "Self-Training with Purpose Preserving Augmentation Improves Few-shot Generative Dialogue State Tracking"

20 / 20 papers shown

Title
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System Yixuan Su Lei Shu Elman Mansimov Arshit Gupta Deng Cai Yi-An Lai Yi Zhang 185 192 0 29 Sep 2021
STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Tu Vu Minh-Thang Luong Quoc V. Le Grady Simon Mohit Iyyer 142 61 0 13 Sep 2021
AEDA: An Easier Data Augmentation Technique for Text Classification Akbar Karimi L. Rossi Andrea Prati 46 156 0 30 Aug 2021
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Wanhao Zhou Feng Cai Lingjing Kong Minlie Huang Boi Faltings 57 32 0 28 Aug 2021
Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue State Tracking Zhaojiang Lin Bing-Quan Liu Seungwhan Moon Paul A. Crook Zhenpeng Zhou Zhiguang Wang Zhou Yu Andrea Madotto Eunjoon Cho R. Subba 63 90 0 10 May 2021
Few Shot Dialogue State Tracking using Meta-learning Saket Dingliwal Bill Gao Sanchit Agarwal Chien-Wei Lin Tagyoung Chung Dilek Z. Hakkani-Tür OffRL 85 21 0 17 Jan 2021
CoCo: Controllable Counterfactuals for Evaluating Dialogue State Trackers Shiyang Li Semih Yavuz Kazuma Hashimoto Jia Li Tong Niu Nazneen Rajani Xifeng Yan Yingbo Zhou Caiming Xiong 69 62 0 24 Oct 2020
Self-training Improves Pre-training for Natural Language Understanding Jingfei Du Edouard Grave Beliz Gunel Vishrav Chaudhary Onur Çelebi Michael Auli Ves Stoyanov Alexis Conneau VLM LRM SSL 45 164 0 05 Oct 2020
From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap Shuyang Gao Sanchit Agarwal Tagyoung Chung Di Jin Dilek Z. Hakkani-Tür 93 71 0 13 Apr 2020
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 298 2,387 0 11 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 381 20,053 0 23 Oct 2019
Revisiting Self-Training for Neural Sequence Generation Junxian He Jiatao Gu Jiajun Shen MarcÁurelio Ranzato SSL LRM 273 272 0 30 Sep 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 340 795 0 26 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 536 24,351 0 26 Jul 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 73 435 0 21 May 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 101 1,949 0 31 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.6K 94,511 0 11 Oct 2018
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 181 2,552 0 07 Oct 2016
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 241 2,716 0 20 Nov 2015
Sequence Transduction with Recurrent Neural Networks Alex Graves 181 1,866 0 14 Nov 2012