Text Smoothing: Enhance Various Data Augmentation Methods on Text
Classification Tasks

Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks

28 February 2022

Papers citing "Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks"

15 / 15 papers shown

Title
Enhancing In-Context Learning via Implicit Demonstration Augmentation Xiaoling Zhou Wei Ye Yidong Wang Chaoya Jiang Zhemg Lee Rui Xie Shikun Zhang 28 3 0 27 Jun 2024
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models Josip Jukić Jan Snajder 37 0 0 31 Mar 2024
Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks Bo Li Wei Ye Quan-ding Wang Wen Zhao Shikun Zhang VLM 30 1 0 14 Dec 2023
Revisiting the Role of Label Smoothing in Enhanced Text Sentiment Classification Yijie Gao Shijing Si Hua Luo Haixia Sun Yugui Zhang 13 0 0 11 Dec 2023
Summarization-based Data Augmentation for Document Classification Yueguan Wang Naoki Yoshinaga VLM RALM 16 1 0 01 Dec 2023
PAC-tuning:Fine-tuning Pretrained Language Models with PAC-driven Perturbed Gradient Descent Guang-Da Liu Zhiyu Xue Xitong Zhang K. Johnson Rongrong Wang 20 5 0 26 Oct 2023
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation Charles OÑeill Y. Ting 丁 I. Ciucă Jack Miller Thang Bui SyDa 37 1 0 15 Aug 2023
Investigating Masking-based Data Generation in Language Models Edward Ma 35 0 0 16 Jun 2023
Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime J. Chen Richong Zhang Zheyan Luo Chunming Hu Yongyi Mao 14 4 0 16 May 2023
BootAug: Boosting Text Augmentation via Hybrid Instance Filtering Framework Heng Yang Ke Li 43 5 0 06 Oct 2022
PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling Guanting Dong Daichi Guo Liwen Wang Xuefeng Li Zechen Wang ... Hao Lei Xinyue Cui Yi Huang Junlan Feng Weiran Xu 21 12 0 24 Aug 2022
PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners Canyu Chen Kai Shu VLM 31 8 0 18 May 2022
Smoothed Contrastive Learning for Unsupervised Sentence Embedding Xing Wu Chaochen Gao Liangjun Zang Jizhong Han Zhongyuan Wang Songlin Hu SSL AILaw 14 18 0 09 Sep 2021
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 214 347 0 04 Mar 2020
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 223 438 0 25 Sep 2019