EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks

31 January 2019

Papers citing "EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks"

50 / 269 papers shown

Title
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Yikang Shen Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 56 70 0 21 Nov 2022
On the Multidimensional Augmentation of Fingerprint Data for Indoor Localization in A Large-Scale Building Complex Based on Multi-Output Gaussian Process Zhe Tang Sihao Li Kyeong Soo Kim Jeremy Smith 16 0 0 19 Nov 2022
Self-Training with Purpose Preserving Augmentation Improves Few-shot Generative Dialogue State Tracking Jihyun Lee C. Lee Yunsu Kim G. G. Lee 22 0 0 17 Nov 2022
Impact of Adversarial Training on Robustness and Generalizability of Language Models Enes Altinisik Hassan Sajjad Husrev Taha Sencar Safa Messaoud Sanjay Chawla AAML 24 8 0 10 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 56 47 0 06 Nov 2022
Learning to Infer from Unlabeled Data: A Semi-supervised Learning Approach for Robust Natural Language Inference Mobashir Sadat Cornelia Caragea 21 2 0 05 Nov 2022
Pneg: Prompt-based Negative Response Generation for Dialogue Response Selection Task Nyoungwoo Lee chaeHun Park Ho-Jin Choi Jaegul Choo 30 6 0 31 Oct 2022
Dictionary-Assisted Supervised Contrastive Learning Patrick Y. Wu Richard Bonneau Joshua A. Tucker Jonathan Nagler CLIP 33 0 0 27 Oct 2022
Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding Maximillian Chen Alexandros Papangelis Chenyang Tao Andrew Rosenbaum Seokhwan Kim Yang Liu Zhou Yu Dilek Z. Hakkani-Tür 39 32 0 25 Oct 2022
A Machine Learning Approach to Classifying Construction Cost Documents into the International Construction Measurement Standard J. Ignacio Deza Hisham Ihshaish L. Mahdjoubi 36 0 0 24 Oct 2022
Augmentation with Projection: Towards an Effective and Efficient Data Augmentation Paradigm for Distillation Ziqi Wang Yuexin Wu Frederick Liu Daogao Liu Le Hou Hongkun Yu Jing Li Heng Ji 40 5 0 21 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 35 9 0 20 Oct 2022
Machine and Deep Learning Methods with Manual and Automatic Labelling for News Classification in Bangla Language Istiak Ahmad Fahad Alqurashi Rashid Mehmood SyDa 38 5 0 19 Oct 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study Xin Xu Xiang Chen Ningyu Zhang Xin Xie Xi Chen Huajun Chen 29 10 0 19 Oct 2022
Controllable Fake Document Infilling for Cyber Deception Yibo Hu Yu Lin Eric Parolin Latif Khan Kevin W. Hamlen 35 8 0 18 Oct 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition Jiadong Wang Chengcheng Han Chengyu Wang Chuanqi Tan Minghui Qiu Songfang Huang Jun Huang Ming Gao 30 21 0 17 Oct 2022
PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks Weiwen Xu Xin Li Yang Deng W. Lam Lidong Bing 34 9 0 17 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 36 1 0 08 Oct 2022
Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation Xu Guo Boyang Albert Li Han Yu VLM 41 22 0 06 Oct 2022
UniCLIP: Unified Framework for Contrastive Language-Image Pre-training Janghyeon Lee Jongsuk Kim Hyounguk Shon Bumsoo Kim Seung Wook Kim Honglak Lee Junmo Kim CLIP VLM 54 53 0 27 Sep 2022
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model Qiao Cheng Jin Huang Yitao Duan 31 7 0 22 Sep 2022
SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning Eunkyu Oh Taehun Kim Minsoo Kim Yunhu Ji Sushil Khyalia 28 1 0 22 Sep 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification Hui Chen Wei Han Diyi Yang Soujanya Poria 20 12 0 12 Sep 2022
Selective Text Augmentation with Word Roles for Low-Resource Text Classification Biyang Guo Songqiao Han Hailiang Huang 16 9 0 04 Sep 2022
Random Text Perturbations Work, but not Always Zhengxiang Wang DeLMO 12 1 0 02 Sep 2022
Augraphy: A Data Augmentation Library for Document Images Alexander Groleau Kok Wei Chee Stefan Larson Samay Maini Jonathan Boarman 35 10 0 30 Aug 2022
Improving Natural-Language-based Audio Retrieval with Transfer Learning and Audio & Text Augmentations Paul Primus Gerhard Widmer 26 6 0 24 Aug 2022
PCC: Paraphrasing with Bottom-k Sampling and Cyclic Learning for Curriculum Data Augmentation Hongyuan Lu W. Lam 16 9 0 17 Aug 2022
SpanDrop: Simple and Effective Counterfactual Learning for Long Sequences Peng Qi Guangtao Wang Jing Huang 24 0 0 03 Aug 2022
A Feature-space Multimodal Data Augmentation Technique for Text-video Retrieval Alex Falcon G. Serra Oswald Lanz VGen 42 25 0 03 Aug 2022
Rethinking Textual Adversarial Defense for Pre-trained Language Models Jiayi Wang Rongzhou Bao Zhuosheng Zhang Hai Zhao AAML SILM 23 11 0 21 Jul 2022
Data Augmentation for Low-Resource Quechua ASR Improvement Rodolfo Zevallos Núria Bel Guillermo Cámbara Mireia Farrús Jordi Luque VLM SyDa 19 6 0 14 Jul 2022
Building Korean Sign Language Augmentation (KoSLA) Corpus with Data Augmentation Technique Changnam An Eunkyung Han Dongmyeong Noh O. Kwon Sumi Lee H. Han SLR 13 1 0 12 Jul 2022
Data Augmentation for Dementia Detection in Spoken Language Anna Hlédiková Dominika Woszczyk Alican Acman Soteris Demetriou Björn Schuller 33 12 0 26 Jun 2022
QAGAN: Adversarial Approach To Learning Domain Invariant Language Features Shubham Shrivastava Kaiyue Wang OOD 27 2 0 24 Jun 2022
VLMixer: Unpaired Vision-Language Pre-training via Cross-Modal CutMix Teng Wang Wenhao Jiang Zhichao Lu Feng Zheng Ran Cheng Chengguo Yin Ping Luo VLM 34 42 0 17 Jun 2022
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning Yifei Zhang Hao Zhu Zixing Song Piotr Koniusz Iriwn King 44 90 0 09 Jun 2022
Marvolo: Programmatic Data Augmentation for Practical ML-Driven Malware Detection Michael D. Wong Edward Raff James Holt Ravi Netravali 29 2 0 07 Jun 2022
A Multi-level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference Shuang Li Xuming Hu Li Lin Aiwei Liu Lijie Wen Philip S. Yu 33 18 0 31 May 2022
UPB at SemEval-2022 Task 5: Enhancing UNITER with Image Sentiment and Graph Convolutional Networks for Multimedia Automatic Misogyny Identification Andrei Paraschiv M. Dascalu Dumitru-Clementin Cercel 24 3 0 29 May 2022
Leveraging Causal Inference for Explainable Automatic Program Repair Jianzong Wang Shijing Si Z. Zhu Xiaoyang Qu Zhenhou Hong Jing Xiao 27 3 0 26 May 2022
Leveraging QA Datasets to Improve Generative Data Augmentation Dheeraj Mekala Tu Vu Timo Schick Jingbo Shang 27 18 0 25 May 2022
New Intent Discovery with Pre-training and Contrastive Learning Yuwei Zhang Haode Zhang Li-Ming Zhan Albert Y.S. Lam Albert Y. S. Lam SSL VLM 45 41 0 25 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 49 14 0 23 May 2022
Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation Wanyu Du Hanjie Chen Yangfeng Ji 24 1 0 19 May 2022
PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners Canyu Chen Kai Shu VLM 31 8 0 18 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 344 0 13 May 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 36 24 0 12 May 2022
Contrastive Learning for Prompt-Based Few-Shot Language Learners Yiren Jian Chongyang Gao Soroush Vosoughi VLM 18 32 0 03 May 2022
Embedding Hallucination for Few-Shot Language Fine-tuning Yiren Jian Chongyang Gao Soroush Vosoughi 23 4 0 03 May 2022