Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations

16 May 2018

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

50 / 98 papers shown

Title
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 43 0 0 01 Nov 2024
Enhancing elusive clues in knowledge learning by contrasting attention of language models Jian Gao Xiao Zhang Ji Wu Miao Li 43 0 0 26 Sep 2024
Sparse Concept Bottleneck Models: Gumbel Tricks in Contrastive Learning Andrei Semenov Vladimir Ivanov Aleksandr Beznosikov Alexander Gasnikov 42 6 0 04 Apr 2024
Ask Language Model to Clean Your Noisy Translation Data Quinten Bolding Baohao Liao Brandon James Denis Jun Luo Christof Monz 35 5 0 20 Oct 2023
AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models Siheng Li Cheng Yang Yichun Yin Xinyu Zhu Ze-Long Cheng Lifeng Shang Xin Jiang Qun Liu Yujiu Yang SyDa 35 3 0 12 Aug 2023
I-WAS: a Data Augmentation Method with GPT-2 for Simile Detection Yongzhu Chang Rongsheng Zhang Jiashu Pu 38 1 0 08 Aug 2023
Feature-aware conditional GAN for category text generation Xinze Li K. Mao Fanfan Lin Zijian Feng GAN 29 15 0 02 Aug 2023
Exploring Multimodal Approaches for Alzheimer's Disease Detection Using Patient Speech Transcript and Audio Data Hongmin Cai Xiaoke Huang Zheng Liu Wenxiong Liao Haixing Dai ... Dajiang Zhu Hui Ren Quanzheng Li Tianming Liu Xiang Li 40 17 0 05 Jul 2023
Izindaba-Tindzaba: Machine learning news categorisation for Long and Short Text for isiZulu and Siswati Andani Madodonga Vukosi Marivate Matthew Adendorff 16 1 0 12 Jun 2023
Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks Haoqi Zheng Qihuang Zhong Liang Ding Zhiliang Tian Xin-Yi Niu Dongsheng Li Dacheng Tao VLM 43 6 0 22 May 2023
NLP-LTU at SemEval-2023 Task 10: The Impact of Data Augmentation and Semi-Supervised Learning Techniques on Text Classification Performance on an Imbalanced Dataset Sana Al-Azzawi Gyorgy Kovács Filip Nilsson Tosin P. Adewumi Marcus Liwicki 28 6 0 25 Apr 2023
Large Language Models for Healthcare Data Augmentation: An Example on Patient-Trial Matching Jiayi Yuan Ruixiang Tang Xiaoqian Jiang Xia Hu LM&MA 27 38 0 24 Mar 2023
Learning towards Selective Data Augmentation for Dialogue Generation Xiuying Chen Mingzhe Li Jiayi Zhang Xiaoqiang Xia Chen Wei Jianwei Cui Xin Gao Xiangliang Zhang Rui Yan 38 7 0 17 Mar 2023
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection Rabiul Awal Roy Ka-Wei Lee Eshaan Tanwar Tanmay Garg Tanmoy Chakraborty 24 26 0 04 Mar 2023
Exploring Data Augmentation Methods on Social Media Corpora Isabel Garcia Pietri Kineret Stanley 35 0 0 03 Mar 2023
STA: Self-controlled Text Augmentation for Improving Text Classifications Congcong Wang Gonzalo Fiz Pontiveros Steven Derby Tri Kurniawan Wijaya 46 3 0 24 Feb 2023
Data Augmentation for Modeling Human Personality: The Dexter Machine Yair Neuman Vladyslav Kozhukhov Dan Vilenchik SyDa 27 4 0 20 Jan 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 24 28 0 21 Dec 2022
On-the-fly Denoising for Data Augmentation in Natural Language Understanding Tianqing Fang Wenxuan Zhou Fangyu Liu Hongming Zhang Yangqiu Song Muhao Chen 41 1 0 20 Dec 2022
Addressing Distribution Shift at Test Time in Pre-trained Language Models Ayush Singh J. Ortega VLM 27 4 0 05 Dec 2022
Human-in-the-Loop Hate Speech Classification in a Multilingual Context Ana Kotarcic Dominik Hangartner Fabrizio Gilardi Selina Kurer K. Donnay 24 2 0 05 Dec 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning Xiaobao Wu A. Luu Xinshuai Dong 30 44 0 23 Nov 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
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
DATScore: Evaluating Translation with Data Augmented Translations Moussa Kamal Eddine Guokan Shang Michalis Vazirgiannis 44 5 0 12 Oct 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
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 10 1 0 02 Sep 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 30 12 0 26 Jun 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 46 14 0 23 May 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 36 24 0 12 May 2022
Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers Vivek Kumar Rishabh Maheshwary Vikram Pudi AIMat 22 14 0 30 Apr 2022
Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting Linzhi Wu Pengjun Xie Jie Zhou Meishan Zhang Chunping Ma Guangwei Xu Min Zhang 35 21 0 25 Apr 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 49 10 0 24 Apr 2022
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-based Sentiment Analysis Bing Wang Liang Ding Qihuang Zhong Ximing Li Dacheng Tao 29 32 0 16 Apr 2022
Learning to Generalize to More: Continuous Semantic Augmentation for Neural Machine Translation Xiangpeng Wei Heng Yu Yue Hu Rongxiang Weng Weihua Luo Jun Xie Rong Jin CLL 17 24 0 14 Apr 2022
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks Xing Wu Chaochen Gao Meng Lin Liangjun Zang Zhongyuan Wang Songlin Hu 22 25 0 28 Feb 2022
Recency Dropout for Recurrent Recommender Systems Bo-Yu Chang Can Xu Matt Le Jingchen Feng Ya Le Sriraj Badam Ed H. Chi Minmin Chen 25 3 0 26 Jan 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 232 422 0 24 Jan 2022
Syntax-based data augmentation for Hungarian-English machine translation Attila Nagy Patrick Nanys Balázs Frey Konrád Bence Bial Judit Ács 14 2 0 18 Jan 2022
Semantic-based Data Augmentation for Math Word Problems Ai Li Jiaqing Liang Yanghua Xiao AAML 24 7 0 07 Jan 2022
Data Augmentation for Mental Health Classification on Social Media Gunjan Ansari Muskan Garg Chandni Saxena 41 19 0 19 Dec 2021
AugLiChem: Data Augmentation Library of Chemical Structures for Machine Learning Rishikesh Magar Yuyang Wang Cooper Lorsung Chen Liang Hariharan Ramasubramanian Peiyuan Li A. Farimani 28 27 0 30 Nov 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 40 33 0 18 Nov 2021
Developing neural machine translation models for Hungarian-English A. Nagy 32 1 0 07 Nov 2021
Generating artificial texts as substitution or complement of training data Vincent Claveau Antoine Chaffin Ewa Kijak 33 9 0 25 Oct 2021
Virtual Augmentation Supported Contrastive Learning of Sentence Representations Dejiao Zhang Wei Xiao Henghui Zhu Xiaofei Ma Andrew O. Arnold SSL 51 29 0 16 Oct 2021
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition Evgeniia Tokarchuk David Thulke Weiyue Wang Christian Dugast Hermann Ney 21 2 0 12 Oct 2021