Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations

16 May 2018

Papers citing "Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations"

48 / 98 papers shown

Title
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 130 271 0 05 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal P. Jyothi M. Singh 28 10 0 30 Sep 2021
Data Augmentation Methods for Anaphoric Zero Pronouns Abdulrahman Aloraini Massimo Poesio 29 5 0 20 Sep 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models Kun Zhou Wayne Xin Zhao Sirui Wang Fuzheng Zhang Wei Wu Ji-Rong Wen AAML 23 7 0 13 Sep 2021
Good-Enough Example Extrapolation Jason W. Wei 27 5 0 12 Sep 2021
Counterfactual Adversarial Learning with Representation Interpolation Wen Wang Wei Ping Ning Shi Jinfeng Li Bingyu Zhu Xiangyu Liu Rongxin Zhang AAML OOD CML 21 2 0 10 Sep 2021
Infusing Future Information into Monotonic Attention Through Language Models Mohd Abbas Zaidi S. Indurthi Beomseok Lee Nikhil Kumar Lakumarapu Sangha Kim 27 2 0 07 Sep 2021
GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation Derek Chen Zhou Yu 27 31 0 07 Sep 2021
ALLWAS: Active Learning on Language models in WASserstein space Anson Bastos Manohar Kaul MedIm 18 1 0 03 Sep 2021
Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification Shuhuai Ren Jinchao Zhang Lei Li Xu Sun Jie Zhou 38 31 0 01 Sep 2021
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER Ran Zhou Xin Li Ruidan He Lidong Bing Min Zhang Luo Si Steven C. H. Hoi 34 95 0 31 Aug 2021
AEDA: An Easier Data Augmentation Technique for Text Classification Akbar Karimi L. Rossi Andrea Prati 32 151 0 30 Aug 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
Vision-Language Navigation with Random Environmental Mixup Chong Liu Fengda Zhu Xiaojun Chang Xiaodan Liang Zongyuan Ge Yi-Dong Shen LM&Ro 56 86 0 15 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 28 172 0 14 Jun 2021
Generate, Annotate, and Learn: NLP with Synthetic Text Xuanli He Islam Nassar J. Kiros Gholamreza Haffari Mohammad Norouzi 39 51 0 11 Jun 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 39 799 0 07 May 2021
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems E. Razumovskaia Goran Glavavs Olga Majewska E. Ponti Anna Korhonen Ivan Vulić 26 32 0 17 Apr 2021
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers Markus Bayer M. Kaufhold Björn Buchhold Marcel Keller J. Dallmeyer Christian A. Reuter 28 113 0 26 Mar 2021
Supporting Clustering with Contrastive Learning Dejiao Zhang Feng Nan Xiaokai Wei Shang-Wen Li Henghui Zhu Kathleen McKeown Ramesh Nallapati Andrew O. Arnold Bing Xiang SSL 41 195 0 24 Mar 2021
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation Elizabeth Fons Paula Dawson Xiao-Jun Zeng J. Keane Alexandros Iosifidis AI4TS 23 23 0 16 Feb 2021
Learning to Augment for Data-Scarce Domain BERT Knowledge Distillation Lingyun Feng Minghui Qiu Yaliang Li Haitao Zheng Ying Shen 43 10 0 20 Jan 2021
DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation Han Qiu Yi Zeng Shangwei Guo Tianwei Zhang Meikang Qiu B. Thuraisingham AAML 24 191 0 13 Dec 2020
Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation Ruibo Liu Guangxuan Xu Chenyan Jia Weicheng Ma Lili Wang Soroush Vosoughi 23 107 0 05 Dec 2020
An Empirical Study of Contextual Data Augmentation for Japanese Zero Anaphora Resolution Ryuto Konno Yuichiroh Matsubayashi Shun Kiyono Hiroki Ouchi Ryo Takahashi Kentaro Inui 13 7 0 02 Nov 2020
Target Word Masking for Location Metonymy Resolution Haonan Li Maria Vasardani Martin Tomko Timothy Baldwin 14 11 0 30 Oct 2020
An Analysis of Simple Data Augmentation for Named Entity Recognition Xiang Dai Heike Adel 35 194 0 22 Oct 2020
PHICON: Improving Generalization of Clinical Text De-identification Models via Data Augmentation Xiang Yue Shuang Zhou 15 10 0 11 Oct 2020
GenAug: Data Augmentation for Finetuning Text Generators Steven Y. Feng Varun Gangal Dongyeop Kang Teruko Mitamura Eduard H. Hovy 16 73 0 05 Oct 2020
Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space Dayiheng Liu Yeyun Gong Jie Fu Yu Yan Jiusheng Chen Jiancheng Lv Nan Duan M. Zhou 15 37 0 04 Oct 2020
Conditional Augmentation for Aspect Term Extraction via Masked Sequence-to-Sequence Generation Kun Li Chengbo Chen Xiaojun Quan Qing Ling Yan Song 35 95 0 30 Apr 2020
Generative Data Augmentation for Commonsense Reasoning Yiben Yang Chaitanya Malaviya Jared Fernandez Swabha Swayamdipta Ronan Le Bras Ji-ping Wang Chandra Bhagavatula Yejin Choi Doug Downey LRM 27 91 0 24 Apr 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 38 120 0 26 Mar 2020
Investigating an approach for low resource language dataset creation, curation and classification: Setswana and Sepedi Vukosi Marivate T. Sefara Vongani Chabalala Keamogetswe Makhaya T. Mokgonyane Rethabile Mokoena Abiodun Modupe 17 28 0 18 Feb 2020
Not Enough Data? Deep Learning to the Rescue! Ateret Anaby-Tavor Boaz Carmeli Esther Goldbraich Amir Kantor George Kour Segev Shlomov N. Tepper Naama Zwerdling 14 365 0 08 Nov 2019
Coreference Resolution as Query-based Span Prediction Wei Wu Fei Wang Arianna Yuan Fei Wu Jiwei Li LRM 36 180 0 05 Nov 2019
BPE-Dropout: Simple and Effective Subword Regularization Ivan Provilkov Dmitrii Emelianenko Elena Voita 38 276 0 29 Oct 2019
Learning Data Manipulation for Augmentation and Weighting Zhiting Hu Bowen Tan Ruslan Salakhutdinov Tom Michael Mitchell Eric P. Xing 29 116 0 28 Oct 2019
Automatic Fact-guided Sentence Modification Darsh J. Shah Tal Schuster Regina Barzilay KELM 16 40 0 30 Sep 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Dialog State Tracking with Reinforced Data Augmentation Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Qun Liu OffRL 18 25 0 21 Aug 2019
Improving short text classification through global augmentation methods Vukosi Marivate T. Sefara VLM 24 95 0 07 Jul 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 19 125 0 25 May 2019
Integrating Semantic Knowledge to Tackle Zero-shot Text Classification Jingqing Zhang Piyawat Lertvittayakumjorn Yike Guo VLM 33 118 0 29 Mar 2019
Text Data Augmentation Made Simple By Leveraging NLP Cloud APIs Claude Coulombe 19 117 0 05 Dec 2018
End-to-End Text Classification via Image-based Embedding using Character-level Networks Shunsuke Kitada Ryunosuke Kotani Hitoshi Iyatomi 24 4 0 08 Oct 2018
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,368 0 25 Aug 2014
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,638 0 03 Jul 2012