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On-the-fly Denoising for Data Augmentation in Natural Language Understanding

20 December 2022

Papers citing "On-the-fly Denoising for Data Augmentation in Natural Language Understanding"

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Title
GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks Xuming Hu Aiwei Liu Zeqi Tan Xin Zhang Chenwei Zhang Irwin King Philip S. Yu 113 16 0 26 May 2023
Consistent Text Categorization using Data Augmentation in e-Commerce G. Horowitz Stav Yanovsky Daye Noa Avigdor-Elgrabli Ariel Raviv 50 4 0 09 May 2023
SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization Hyunwoo J. Kim Jack Hessel Liwei Jiang Peter West Ximing Lu ... Ronan Le Bras Malihe Alikhani Gunhee Kim Maarten Sap Yejin Choi HILM 101 169 0 20 Dec 2022
PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population Tianqing Fang Quyet V. Do Hongming Zhang Yangqiu Song Ginny Wong Simon See LRM 95 11 0 14 Oct 2022
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models Aarohi Srivastava Abhinav Rastogi Abhishek Rao Abu Awal Md Shoeb Abubakar Abid ... Zhuoye Zhao Zijian Wang Zijie J. Wang Zirui Wang Ziyi Wu ELM 192 1,768 0 09 Jun 2022
Weakly Supervised Text Classification using Supervision Signals from a Language Model Huiping Zhuang Wei-Guo Ni Tianqing Fang Xiang Li Xinran Zhao Yangqiu Song 82 15 0 13 May 2022
EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification Minyi Zhao Lu Zhang Yi Xu Jiandong Ding Jihong Guan Shuigeng Zhou VLM 66 10 0 24 Apr 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation Ehsan Kamalloo Mehdi Rezagholizadeh A. Ghodsi 57 9 0 17 Mar 2022
Scalable Penalized Regression for Noise Detection in Learning with Noisy Labels Yikai Wang Xinwei Sun Yanwei Fu NoLa 75 24 0 15 Mar 2022
Symbolic Knowledge Distillation: from General Language Models to Commonsense Models Peter West Chandrasekhar Bhagavatula Jack Hessel Jena D. Hwang Liwei Jiang Ronan Le Bras Ximing Lu Sean Welleck Yejin Choi SyDa 105 333 0 14 Oct 2021
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training Yu Meng Yunyi Zhang Jiaxin Huang Xuan Wang Yu Zhang Heng Ji Jiawei Han 78 71 0 10 Sep 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 115 348 0 07 Jul 2021
R-Drop: Regularized Dropout for Neural Networks Xiaobo Liang Lijun Wu Juntao Li Yue Wang Qi Meng Tao Qin Wei Chen Hao Fei Tie-Yan Liu 78 435 0 28 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 82 177 0 14 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 106 823 0 07 May 2021
Learning from Noisy Labels for Entity-Centric Information Extraction Wenxuan Zhou Muhao Chen NoLa 66 65 0 17 Apr 2021
Reweighting Augmented Samples by Minimizing the Maximal Expected Loss Mingyang Yi Lu Hou Lifeng Shang Xin Jiang Qun Liu Zhi-Ming Ma 98 19 0 16 Mar 2021
Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning Chenglei Si Zhengyan Zhang Fanchao Qi Zhiyuan Liu Yasheng Wang Qun Liu Maosong Sun AAML SILM 70 69 0 31 Dec 2020
A Topological Filter for Learning with Label Noise Pengxiang Wu Songzhu Zheng Mayank Goswami Dimitris N. Metaxas Chao Chen NoLa 76 113 0 09 Dec 2020
Better Fine-Tuning by Reducing Representational Collapse Armen Aghajanyan Akshat Shrivastava Anchit Gupta Naman Goyal Luke Zettlemoyer S. Gupta AAML 71 210 0 06 Aug 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 811 42,055 0 28 May 2020
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification Jiaao Chen Zichao Yang Diyi Yang VLM 92 363 0 25 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 70 90 0 24 Apr 2020
Training Question Answering Models From Synthetic Data Raul Puri Ryan Spring M. Patwary Mohammad Shoeybi Bryan Catanzaro ELM 79 159 0 22 Feb 2020
DivideMix: Learning with Noisy Labels as Semi-supervised Learning Junnan Li R. Socher Guosheng Lin NoLa 105 1,030 0 18 Feb 2020
SemEval-2017 Task 4: Sentiment Analysis in Twitter Sara Rosenthal N. Farra Preslav Nakov VLM 92 798 0 02 Dec 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 307 2,387 0 11 Nov 2019
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 84 370 0 08 Nov 2019
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations Zihan Wang Jingbo Shang Liyuan Liu Lihao Lu Jiacheng Liu Jiawei Han NoLa 63 103 0 03 Sep 2019
Learning with Noisy Labels for Sentence-level Sentiment Classification Hao Wang Bing-Quan Liu Chaozhuo Li Yan Yang Tianrui Li NoLa 51 26 0 31 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 665 24,464 0 26 Jul 2019
Curriculum Loss: Robust Learning and Generalization against Label Corruption Yueming Lyu Ivor W. Tsang NoLa 103 172 0 24 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 135 2,316 0 29 Apr 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 110 1,957 0 31 Jan 2019
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 118 734 0 12 Dec 2018
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 140 1,733 0 02 Nov 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 94,891 0 11 Oct 2018
Deep Bilevel Learning Simon Jenni Paolo Favaro NoLa 62 115 0 05 Sep 2018
Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations Sosuke Kobayashi 84 614 0 16 May 2018
QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension Adams Wei Yu David Dohan Minh-Thang Luong Rui Zhao Kai Chen Mohammad Norouzi Quoc V. Le RALM AIMat 99 1,095 0 23 Apr 2018
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels Bo Han Quanming Yao Xingrui Yu Gang Niu Miao Xu Weihua Hu Ivor Tsang Masashi Sugiyama NoLa 113 2,069 0 18 Apr 2018
Using Trusted Data to Train Deep Networks on Labels Corrupted by Severe Noise Dan Hendrycks Mantas Mazeika Duncan Wilson Kevin Gimpel NoLa 134 555 0 14 Feb 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,764 0 25 Oct 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 213 2,894 0 14 Mar 2017
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 201 2,900 0 12 Dec 2016
Neural Paraphrase Generation with Stacked Residual LSTM Networks Aaditya (Adi) Prakash Sadid A. Hasan Kathy Lee Vivek Datla Ashequl Qadir Joey Liu Oladimeji Farri 58 266 0 10 Oct 2016
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 248 2,722 0 20 Nov 2015
Character-level Convolutional Networks for Text Classification Xiang Zhang Jiaqi Zhao Yann LeCun 268 6,113 0 04 Sep 2015
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 321 4,287 0 21 Aug 2015
Revisiting Natural Gradient for Deep Networks Razvan Pascanu Yoshua Bengio ODL 162 389 0 16 Jan 2013