CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for
Natural Language Understanding

CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding

16 October 2020

Papers citing "CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding"

18 / 18 papers shown

Title
Reducing and Exploiting Data Augmentation Noise through Meta Reweighting Contrastive Learning for Text Classification Guanyi Mou Yichuan Li Kyumin Lee 33 3 0 26 Sep 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 38 19 0 30 Mar 2024
Enhancing Context Through Contrast Kshitij Ambilduke Aneesh Shetye Diksha Bagade Rishika Bhagwatkar Khurshed Fitter P. Vagdargi Shital S. Chiddarwar 26 0 0 06 Jan 2024
COMICS: End-to-end Bi-grained Contrastive Learning for Multi-face Forgery Detection Cong Zhang H. Qi Shuhui Wang Yuezun Li Siwei Lyu CVBM 33 6 0 03 Aug 2023
"Nothing Abnormal": Disambiguating Medical Reports via Contrastive Knowledge Infusion Zexue He An Yan Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 24 2 0 15 May 2023
A Benchmark Study of Contrastive Learning for Arabic Social Meaning Md. Tawkat Islam Khondaker El Moatez Billah Nagoudi AbdelRahim Elmadany Muhammad Abdul-Mageed L. Lakshmanan 28 3 0 22 Oct 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation Quanyu Long Tianze Luo Wenya Wang Sinno Jialin Pan 54 8 0 10 Jul 2022
CILDA: Contrastive Data Augmentation using Intermediate Layer Knowledge Distillation Md. Akmal Haidar Mehdi Rezagholizadeh Abbas Ghaddar Khalil Bibi Philippe Langlais Pascal Poupart CLL 30 6 0 15 Apr 2022
Fact Checking with Insufficient Evidence Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein 37 14 0 05 Apr 2022
Contrastive Document Representation Learning with Graph Attention Networks Peng-Tao Xu Xinchi Chen Xiaofei Ma Zhiheng Huang Bing Xiang 14 9 0 20 Oct 2021
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 124 270 0 05 Oct 2021
Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning Seonghyeon Ye Jiseon Kim Alice H. Oh CLL VLM 24 21 0 10 Sep 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
Memory-Efficient Differentiable Transformer Architecture Search Yuekai Zhao Li Dong Yelong Shen Zhihua Zhang Furu Wei Weizhu Chen ViT 27 17 0 31 May 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 38 195 0 24 Mar 2021
A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned and Perspectives Nils Rethmeier Isabelle Augenstein SSL VLM 90 90 0 25 Feb 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 261 1,275 0 06 Mar 2017