AEDA: An Easier Data Augmentation Technique for Text Classification

30 August 2021

Papers citing "AEDA: An Easier Data Augmentation Technique for Text Classification"

50 / 58 papers shown

Title
MAGE: Multi-Head Attention Guided Embeddings for Low Resource Sentiment Classification Varun Vashisht S. Mihir Konduskar Jaskaran Singh Walia Vukosi Marivate 42 0 0 25 Feb 2025
Diversity-Oriented Data Augmentation with Large Language Models Zaitian Wang Jinghan Zhang Xinhao Zhang Kunpeng Liu Pengfei Wang Yuanchun Zhou 78 1 0 17 Feb 2025
Bag of Tricks for Multimodal AutoML with Image, Text, and Tabular Data Zhiqiang Tang Zihan Zhong Tong He Gerald Friedland 83 0 0 19 Dec 2024
Evaluating LLM Prompts for Data Augmentation in Multi-label Classification of Ecological Texts Anna Glazkova Olga Zakharova 74 2 0 22 Nov 2024
Parallel Corpus Augmentation using Masked Language Models Vibhuti Kumari Narayana Murthy Kavi 19 0 0 04 Oct 2024
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data Sreyan Ghosh Sonal Kumar Zhifeng Kong Rafael Valle Bryan Catanzaro Dinesh Manocha DiffM 47 2 0 02 Oct 2024
Enhancing elusive clues in knowledge learning by contrasting attention of language models Jian Gao Xiao Zhang Ji Wu Miao Li 38 0 0 26 Sep 2024
Keyword-Aware ASR Error Augmentation for Robust Dialogue State Tracking Jihyun Lee Solee Im Wonjun Lee Gary Geunbae Lee 31 0 0 10 Sep 2024
An Effective Deployment of Diffusion LM for Data Augmentation in Low-Resource Sentiment Classification Zhuowei Chen Lianxi Wang Yuben Wu Xinfeng Liao Yujia Tian Junyang Zhong DiffM 32 0 0 05 Sep 2024
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs? Ján Cegin Jakub Simko Peter Brusilovsky 18 1 0 29 Aug 2024
ARMADA: Attribute-Based Multimodal Data Augmentation Xiaomeng Jin Jeonghwan Kim Yu Zhou Kuan-Hao Huang Te-Lin Wu Nanyun Peng Heng Ji 24 2 0 19 Aug 2024
Does Incomplete Syntax Influence Korean Language Model? Focusing on Word Order and Case Markers Jong Myoung Kim Young-Jun Lee Yong-jin Han Sangkeun Jung Ho-Jin Choi 34 2 0 12 Jul 2024
A Survey of Data Synthesis Approaches Hsin-Yu Chang Pei-Yu Chen Tun-Hsiang Chou Chang-Sheng Kao Hsuan-Yun Yu Yen-Ting Lin Yun-Nung Chen 32 6 0 04 Jul 2024
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions Sreyan Ghosh Utkarsh Tyagi Sonal Kumar C. K. Evuru S Ramaneswaran S. Sakshi Dinesh Manocha 43 5 0 06 Jun 2024
Evaluating Durability: Benchmark Insights into Multimodal Watermarking Jielin Qiu William Jongwon Han Xuandong Zhao Shangbang Long Christos Faloutsos Lei Li 57 1 0 06 Jun 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 97 21 0 15 May 2024
Is Less More? Quality, Quantity and Context in Idiom Processing with Natural Language Models Agne Knietaite Adam Allsebrook Anton Minkov Adam Tomaszewski Norbert Slinko Richard Johnson Thomas Pickard Dylan Phelps Aline Villavicencio 52 1 0 14 May 2024
Assessing Adversarial Robustness of Large Language Models: An Empirical Study Zeyu Yang Zhao Meng Xiaochen Zheng Roger Wattenhofer ELM AAML 24 6 0 04 May 2024
Human-in-the-Loop Synthetic Text Data Inspection with Provenance Tracking Hong Jin Kang Fabrice Harel-Canada Muhammad Ali Gulzar Violet Peng Miryung Kim 36 2 0 29 Apr 2024
Empowering Large Language Models for Textual Data Augmentation Yichuan Li Kaize Ding Jianling Wang Kyumin Lee 21 10 0 26 Apr 2024
CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP Chandra Kiran Reddy Evuru Sreyan Ghosh Sonal Kumar S. Ramaneswaran Utkarsh Tyagi Dinesh Manocha 40 8 0 30 Mar 2024
Controllable and Diverse Data Augmentation with Large Language Model for Low-Resource Open-Domain Dialogue Generation Zhenhua Liu Tong Zhu Jianxiang Xiang Wenliang Chen 38 2 0 30 Mar 2024
Adverb Is the Key: Simple Text Data Augmentation with Adverb Deletion Juhwan Choi Youngbin Kim 17 0 0 29 Mar 2024
LLM-based Privacy Data Augmentation Guided by Knowledge Distillation with a Distribution Tutor for Medical Text Classification Yiping Song Juhua Zhang Zhiliang Tian Yuxin Yang Minlie Huang Dongsheng Li 34 10 0 26 Feb 2024
Advancing NLP Models with Strategic Text Augmentation: A Comprehensive Study of Augmentation Methods and Curriculum Strategies Himmet Toprak Kesgin M. Amasyalı 27 6 0 14 Feb 2024
SoftEDA: Rethinking Rule-Based Data Augmentation with Soft Labels Juhwan Choi Kyohoon Jin Junho Lee Sang-hyŏn Song Youngbin Kim 13 5 0 08 Feb 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes Juhwan Choi Kyohoon Jin Junho Lee Sangmin Song Youngbin Kim 22 1 0 08 Feb 2024
Unsupervised hard Negative Augmentation for contrastive learning Yuxuan Shu Vasileios Lampos 23 0 0 05 Jan 2024
Iterative Mask Filling: An Effective Text Augmentation Method Using Masked Language Modeling Himmet Toprak Kesgin M. Amasyalı 11 7 0 03 Jan 2024
Summarization-based Data Augmentation for Document Classification Yueguan Wang Naoki Yoshinaga VLM RALM 8 1 0 01 Dec 2023
Unlock the Potential of Counterfactually-Augmented Data in Out-Of-Distribution Generalization Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin CML 15 4 0 10 Oct 2023
Targeted Image Data Augmentation Increases Basic Skills Captioning Robustness Valentin Barriere Felipe del Rio Andres Carvallo De Ferari Carlos Aspillaga Eugenio Herrera-Berg Cristian Buc Calderon DiffM 22 0 0 27 Sep 2023
I-WAS: a Data Augmentation Method with GPT-2 for Simile Detection Yongzhu Chang Rongsheng Zhang Jiashu Pu 30 1 0 08 Aug 2023
CAISA at SemEval-2023 Task 8: Counterfactual Data Augmentation for Mitigating Class Imbalance in Causal Claim Identification Akbar Karimi Lucie Flek CML 17 1 0 01 Jun 2023
Data Augmentation for Conflict and Duplicate Detection in Software Engineering Sentence Pairs G. Malik Mucahit Cevik Ayse Basar 14 2 0 16 May 2023
Knowledge-Based Counterfactual Queries for Visual Question Answering Theodoti Stoikou Maria Lymperaiou Giorgos Stamou AAML 26 1 0 05 Mar 2023
Adopting the Multi-answer Questioning Task with an Auxiliary Metric for Extreme Multi-label Text Classification Utilizing the Label Hierarchy Li Wang Y. Teh M. Al-garadi 13 2 0 02 Mar 2023
Data Augmentation for Neural NLP Domagoj Pluscec Jan Snajder 8 6 0 22 Feb 2023
Bag of Tricks for In-Distribution Calibration of Pretrained Transformers Jaeyoung Kim Dongbin Na Sungchul Choi Sungbin Lim VLM 21 5 0 13 Feb 2023
How to choose "Good" Samples for Text Data Augmentation Xiaotian Lin Nankai Lin Yingwen Fu Ziyu Yang Shengyi Jiang 36 2 0 02 Feb 2023
Learning Multimodal Data Augmentation in Feature Space Zichang Liu Zhiqiang Tang Xingjian Shi Aston Zhang Mu Li Anshumali Shrivastava A. Wilson 37 19 0 29 Dec 2022
RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language Understanding Zheng Yuan Xiaolong Zhang Yue Wang Xuecong Hou Huiwen Xue Zhuanzhe Zhao Yongming Liu 14 1 0 12 Dec 2022
Self-Training with Purpose Preserving Augmentation Improves Few-shot Generative Dialogue State Tracking Jihyun Lee C. Lee Yunsu Kim G. G. Lee 14 0 0 17 Nov 2022
Towards Robust Low-Resource Fine-Tuning with Multi-View Compressed Representations Linlin Liu Xingxuan Li Megh Thakkar Xin Li Shafiq R. Joty Luo Si Lidong Bing 27 2 0 16 Nov 2022
Dictionary-Assisted Supervised Contrastive Learning Patrick Y. Wu Richard Bonneau Joshua A. Tucker Jonathan Nagler CLIP 25 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
BootAug: Boosting Text Augmentation via Hybrid Instance Filtering Framework Heng Yang Ke Li 43 5 0 06 Oct 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 31 24 0 12 May 2022
Sibylvariant Transformations for Robust Text Classification Fabrice Harel-Canada Muhammad Ali Gulzar Nanyun Peng Miryung Kim AAML VLM 4 4 0 10 May 2022
Contrastive Learning for Prompt-Based Few-Shot Language Learners Yiren Jian Chongyang Gao Soroush Vosoughi VLM 13 32 0 03 May 2022