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Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining

17 November 2020

Jiwei Li

Papers citing "Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining"

33 / 33 papers shown

Title
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 371 6,833 0 13 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 96 651 0 11 Jun 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 155 2,428 0 23 Apr 2020
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 309 2,387 0 11 Nov 2019
Revisiting Self-Training for Neural Sequence Generation Junxian He Jiatao Gu Jiajun Shen MarcÁurelio Ranzato SSL LRM 273 274 0 30 Sep 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 241 3,503 0 30 Sep 2019
Semi-supervised Text Style Transfer: Cross Projection in Latent Space Mingyue Shang Piji Li Zhenxin Fu Lidong Bing Dongyan Zhao Shuming Shi Rui Yan 98 47 0 25 Sep 2019
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 119 843 0 08 Aug 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 147 1,965 0 24 Jul 2019
Generalized Data Augmentation for Low-Resource Translation Mengzhou Xia X. Kong Antonios Anastasopoulos Graham Neubig 67 121 0 10 Jun 2019
A Semi-Supervised Approach for Low-Resourced Text Generation Hongyu Zang Xiaojun Wan OffRL 35 5 0 03 Jun 2019
Learning to Self-Train for Semi-Supervised Few-Shot Classification Xinzhe Li Qianru Sun Yaoyao Liu Shibao Zheng Qin Zhou Tat-Seng Chua Bernt Schiele SSL 68 270 0 03 Jun 2019
XLDA: Cross-Lingual Data Augmentation for Natural Language Inference and Question Answering Jasdeep Singh Bryan McCann N. Keskar Caiming Xiong R. Socher ELM 48 81 0 27 May 2019
Soft Contextual Data Augmentation for Neural Machine Translation Jinhua Zhu Fei Gao Lijun Wu Yingce Xia Tao Qin Wen-gang Zhou Xueqi Cheng Tie-Yan Liu 67 125 0 25 May 2019
Augmenting Data with Mixup for Sentence Classification: An Empirical Study Hongyu Guo Yongyi Mao Richong Zhang 73 235 0 22 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 93 463 0 02 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 135 2,320 0 29 Apr 2019
Label Propagation for Deep Semi-supervised Learning Ahmet Iscen Giorgos Tolias Yannis Avrithis Ondřej Chum SSL 102 624 0 09 Apr 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 110 1,962 0 31 Jan 2019
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 131 1,774 0 24 May 2018
Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations Sosuke Kobayashi 84 614 0 16 May 2018
Deep Co-Training for Semi-Supervised Image Recognition Siyuan Qiao Wei Shen Zhishuai Zhang Bo Wang Alan Yuille 57 450 0 15 Mar 2018
Smooth Neighbors on Teacher Graphs for Semi-supervised Learning Yucen Luo Jun Zhu Mengxi Li Yong Ren Bo Zhang 63 242 0 01 Nov 2017
Good Semi-supervised Learning that Requires a Bad GAN Zihang Dai Zhilin Yang Fan Yang William W. Cohen Ruslan Salakhutdinov GAN 55 483 0 27 May 2017
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning Takeru Miyato S. Maeda Masanori Koyama S. Ishii GAN 148 2,734 0 13 Apr 2017
Unsupervised Pretraining for Sequence to Sequence Learning Prajit Ramachandran Peter J. Liu Quoc V. Le SSL AIMat 89 282 0 08 Nov 2016
Neural Machine Translation with Reconstruction Zhaopeng Tu Yang Liu Lifeng Shang Xiaohua Liu Hang Li 86 205 0 07 Nov 2016
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 185 2,566 0 07 Oct 2016
Effective LSTMs for Target-Dependent Sentiment Classification Duyu Tang Bing Qin Xiaocheng Feng Ting Liu 83 888 0 03 Dec 2015
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 251 2,722 0 20 Nov 2015
Semi-Supervised Learning with Ladder Networks Antti Rasmus Harri Valpola Mikko Honkala Mathias Berglund T. Raiko SSL 96 1,372 0 09 Jul 2015
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 635 13,431 0 25 Aug 2014
Finding Deceptive Opinion Spam by Any Stretch of the Imagination Myle Ott Yejin Choi Claire Cardie Jeffrey T. Hancock 79 1,386 0 22 Jul 2011