SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness

21 September 2020

Papers citing "SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness"

27 / 27 papers shown

Title
Towards Robust Dialogue Breakdown Detection: Addressing Disruptors in Large Language Models with Self-Guided Reasoning Abdellah Ghassel Xianzhi Li Xiaodan Zhu 49 0 0 26 Apr 2025
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 34 0 0 01 Nov 2024
HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models Seanie Lee Haebin Seong Dong Bok Lee Minki Kang Xiaoyin Chen Dominik Wagner Yoshua Bengio Juho Lee Sung Ju Hwang 67 2 0 02 Oct 2024
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 31 1 0 15 Aug 2023
Feature-aware conditional GAN for category text generation Xinze Li K. Mao Fanfan Lin Zijian Feng GAN 21 15 0 02 Aug 2023
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 32 72 0 07 Jun 2023
Boosting Event Extraction with Denoised Structure-to-Text Augmentation Bo Wang Heyan Huang Xiaochi Wei Ge Shi Xiao Liu Chong Feng Tong Zhou Shuai Wang Dawei Yin 38 5 0 16 May 2023
DSLOB: A Synthetic Limit Order Book Dataset for Benchmarking Forecasting Algorithms under Distributional Shift Defu Cao Yousef El-Laham Loc Trinh Svitlana Vyetrenko Y. Liu 26 11 0 17 Nov 2022
Estimating Soft Labels for Out-of-Domain Intent Detection Hao Lang Yinhe Zheng Jian Sun Feiling Huang Luo Si Yongbin Li 28 15 0 10 Nov 2022
Impact of Adversarial Training on Robustness and Generalizability of Language Models Enes Altinisik Hassan Sajjad H. Sencar Safa Messaoud Sanjay Chawla AAML 11 8 0 10 Nov 2022
RoChBert: Towards Robust BERT Fine-tuning for Chinese Zihan Zhang Jinfeng Li Ning Shi Bo Yuan Xiangyu Liu Rong Zhang Hui Xue Donghong Sun Chao Zhang AAML 24 4 0 28 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 114 93 0 06 Oct 2022
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction Jiacheng Zhu Jielin Qiu Zhuolin Yang Douglas Weber M. Rosenberg Emerson Liu Bo-wen Li Ding Zhao OOD 28 13 0 02 Aug 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 31 24 0 12 May 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 36 10 0 24 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 15 24 0 14 Apr 2022
A Semi-supervised Learning Approach with Two Teachers to Improve Breakdown Identification in Dialogues Qian Lin Hwee Tou Ng 22 4 0 22 Feb 2022
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 124 270 0 05 Oct 2021
GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation Derek Chen Zhou Yu 19 31 0 07 Sep 2021
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Wanhao Zhou Feng Cai Lingjing Kong Minlie Huang Boi Faltings 27 32 0 28 Aug 2021
An Investigation of the (In)effectiveness of Counterfactually Augmented Data Nitish Joshi He He OODD 19 46 0 01 Jul 2021
Out-of-Manifold Regularization in Contextual Embedding Space for Text Classification Seonghyeon Lee Dongha Lee Hwanjo Yu 19 4 0 14 May 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 37 799 0 07 May 2021
Contrastive Learning with Adversarial Perturbations for Conditional Text Generation Seanie Lee Dong Bok Lee Sung Ju Hwang 13 106 0 14 Dec 2020
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 214 315 0 04 Mar 2020
Classical Structured Prediction Losses for Sequence to Sequence Learning Sergey Edunov Myle Ott Michael Auli David Grangier MarcÁurelio Ranzato AIMat 48 185 0 14 Nov 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014