When Low Resource NLP Meets Unsupervised Language Model:
Meta-pretraining Then Meta-learning for Few-shot Text Classification

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When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification

22 August 2019

Shumin Deng

Ningyu Zhang

Huajun Chen

ArXiv (abs)PDF HTML Github (142★)

Papers citing "When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification"

15 / 15 papers shown

Title
Compositional generalization in a deep seq2seq model by separating syntax and semantics Jacob Russin Jason Jo R. C. O'Reilly Yoshua Bengio 66 103 0 22 Apr 2019
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks Matthew E. Peters Sebastian Ruder Noah A. Smith 79 437 0 14 Mar 2019
Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Xiao-Dan Zhu Ping Jian Jian Sun 96 186 0 27 Feb 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Diverse Few-Shot Text Classification with Multiple Metrics Mo Yu Xiaoxiao Guo Jinfeng Yi Shiyu Chang Saloni Potdar Yu Cheng Gerald Tesauro Haoyu Wang Bowen Zhou 58 216 0 19 May 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 230 11,566 0 15 Feb 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 304 4,049 0 16 Nov 2017
Using millions of emoji occurrences to learn any-domain representations for detecting sentiment, emotion and sarcasm Bjarke Felbo A. Mislove Anders Søgaard Iyad Rahwan Sune Lehmann 87 744 0 01 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 303 8,150 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 827 11,943 0 09 Mar 2017
A Structured Self-attentive Sentence Embedding Zhouhan Lin Minwei Feng Cicero Nogueira dos Santos Mo Yu Bing Xiang Bowen Zhou Yoshua Bengio 115 2,141 0 09 Mar 2017
Meta Networks Tsendsuren Munkhdalai Hong-ye Yu GNN AI4CE 101 1,068 0 02 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 375 7,333 0 13 Jun 2016
Unsupervised Domain Adaptation with Residual Transfer Networks Mingsheng Long Hanjing Zhu Jianmin Wang Michael I. Jordan OOD 93 1,491 0 14 Feb 2016

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