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A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios

23 October 2020

Papers citing "A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios"

47 / 147 papers shown

Title
Handling Noisy Labels for Robustly Learning from Self-Training Data for Low-Resource Sequence Labeling Debjit Paul Mittul Singh Michael A. Hedderich Dietrich Klakow NoLa 46 17 0 28 Mar 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 168 2,986 0 26 Mar 2019
Data Augmentation via Dependency Tree Morphing for Low-Resource Languages Gözde Gül Sahin Mark Steedman 42 118 0 22 Mar 2019
An Embarrassingly Simple Approach for Transfer Learning from Pretrained Language Models Alexandra Chronopoulou Christos Baziotis Alexandros Potamianos CLL 60 131 0 27 Feb 2019
Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Tal Schuster Ori Ram Regina Barzilay Amir Globerson 86 211 0 25 Feb 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 119 1,963 0 31 Jan 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 182 5,674 0 25 Jan 2019
A Survey of Unsupervised Deep Domain Adaptation Garrett Wilson D. Cook OOD 132 817 0 06 Dec 2018
Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale Stephen H. Bach Daniel Rodríguez Yintao Liu Chong Luo Haidong Shao ... Braden Hancock H. Alborzi Rahul Kuchhal Christopher Ré Rob Malkin 79 146 0 02 Dec 2018
CIS at TAC Cold Start 2015: Neural Networks and Coreference Resolution for Slot Filling Heike Adel Jiachen Li 34 8 0 06 Nov 2018
The CoNLL--SIGMORPHON 2018 Shared Task: Universal Morphological Reinflection Ryan Cotterell Christo Kirov John Sylak-Glassman Géraldine Walther Ekaterina Vylomova ... Garrett Nicolai Miikka Silfverberg David Yarowsky Jason Eisner Mans Hulden 67 148 0 16 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Semi-Supervised Sequence Modeling with Cross-View Training Kevin Clark Minh-Thang Luong Christopher D. Manning Quoc V. Le SSL 62 334 0 22 Sep 2018
Distant Supervision from Disparate Sources for Low-Resource Part-of-Speech Tagging Barbara Plank Zeljko Agic BDL 42 52 0 29 Aug 2018
A Survey on Deep Transfer Learning Chuanqi Tan F. Sun Tao Kong Wenchang Zhang Chao Yang Chunfang Liu 78 2,593 0 06 Aug 2018
Low-Resource Text Classification using Domain-Adversarial Learning Daniel Grießhaber Ngoc Thang Vu J. Maucher VLM 47 23 0 13 Jul 2018
Training a Neural Network in a Low-Resource Setting on Automatically Annotated Noisy Data Michael A. Hedderich Dietrich Klakow NoLa 54 30 0 02 Jul 2018
Challenges of language technologies for the indigenous languages of the Americas Manuel Mager Ximena Gutierrez-Vasques Gerardo E Sierra Ivan Vladimir Meza Ruiz VLM 243 88 0 12 Jun 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
Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations Sosuke Kobayashi 84 615 0 16 May 2018
Exploring the Limits of Weakly Supervised Pretraining D. Mahajan Ross B. Girshick Vignesh Ramanathan Kaiming He Manohar Paluri Yixuan Li Ashwin R. Bharambe Laurens van der Maaten VLM 205 1,370 0 02 May 2018
Dynamic Meta-Embeddings for Improved Sentence Representations Douwe Kiela Changhan Wang Kyunghyun Cho AI4TS 79 108 0 21 Apr 2018
Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterion Armand Joulin Piotr Bojanowski Tomas Mikolov Hervé Jégou Edouard Grave 105 308 0 20 Apr 2018
Colorless green recurrent networks dream hierarchically Kristina Gulordava Piotr Bojanowski Edouard Grave Tal Linzen Marco Baroni 95 505 0 29 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 233 11,565 0 15 Feb 2018
Snorkel: Rapid Training Data Creation with Weak Supervision Alexander Ratner Stephen H. Bach Henry R. Ehrenberg Jason Alan Fries Sen Wu Christopher Ré 81 1,032 0 28 Nov 2017
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise Kuang-Huei Lee Xiaodong He Lei Zhang Linjun Yang NoLa 80 458 0 20 Nov 2017
Robust Multilingual Part-of-Speech Tagging via Adversarial Training Michihiro Yasunaga Jungo Kasai Dragomir R. Radev 56 104 0 14 Nov 2017
BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages Benjamin Heinzerling Michael Strube 63 232 0 05 Oct 2017
Globally Normalized Reader Jonathan Raiman John Miller 113 36 0 08 Sep 2017
WebVision Database: Visual Learning and Understanding from Web Data Wen Li Limin Wang Wei Li E. Agustsson Luc Van Gool VLM 92 441 0 09 Aug 2017
A Survey Of Cross-lingual Word Embedding Models Sebastian Ruder Ivan Vulić Anders Søgaard 89 531 0 15 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 800 132,454 0 12 Jun 2017
Learning with Noise: Enhance Distantly Supervised Relation Extraction with Dynamic Transition Matrix Bingfeng Luo Yansong Feng Zheng Wang Zhanxing Zhu Songfang Huang Rui Yan Dongyan Zhao 67 86 0 11 May 2017
Data Augmentation for Low-Resource Neural Machine Translation Marzieh Fadaee Arianna Bisazza Christof Monz 107 471 0 01 May 2017
Model Transfer for Tagging Low-resource Languages using a Bilingual Dictionary Meng Fang Trevor Cohn 57 73 0 01 May 2017
Adversarial Multi-task Learning for Text Classification Pengfei Liu Xipeng Qiu Xuanjing Huang 140 612 0 19 Apr 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 833 11,952 0 09 Mar 2017
Offline bilingual word vectors, orthogonal transformations and the inverted softmax Samuel L. Smith David H. P. Turban Steven Hamblin Nils Y. Hammerla OffRL 82 537 0 13 Feb 2017
Enriching Word Vectors with Subword Information Piotr Bojanowski Edouard Grave Armand Joulin Tomas Mikolov NAI SSL VLM 232 9,986 0 15 Jul 2016
Learning when to trust distant supervision: An application to low-resource POS tagging using cross-lingual projection Meng Fang Trevor Cohn 34 44 0 05 Jul 2016
Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification Xilun Chen Yu Sun Ben Athiwaratkun Claire Cardie Kilian Q. Weinberger 275 316 0 06 Jun 2016
Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss Barbara Plank Anders Søgaard Yoav Goldberg 54 409 0 19 Apr 2016
A survey of methods to ease the development of highly multilingual text mining applications Ralf Steinberger 65 58 0 13 Jan 2014
Exploiting Similarities among Languages for Machine Translation Tomas Mikolov Quoc V. Le Ilya Sutskever 104 1,597 0 17 Sep 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 691 31,553 0 16 Jan 2013
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 203 7,729 0 02 Mar 2011