A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification

9 October 2019

Papers citing "A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification"

50 / 51 papers shown

Title
SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks Kleanthis Malialis S. Filippou C. Panayiotou Marios M. Polycarpou AI4TS 63 0 0 06 Apr 2025
A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains Andrea Gajic Sudip Vhaduri OOD VLM 123 0 0 05 Apr 2025
What Has Been Overlooked in Contrastive Source-Free Domain Adaptation: Leveraging Source-Informed Latent Augmentation within Neighborhood Context Jing Wang Wonho Bae Jiahong Chen Kuangen Zhang Leonid Sigal C. D. Silva 153 1 0 18 Dec 2024
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look Yong Zhang Rui Zhu Shifeng Zhang Xu Zhou Shifeng Chen Xiaofan Chen SSL 72 0 0 16 Oct 2024
Exploring Empty Spaces: Human-in-the-Loop Data Augmentation Catherine Yeh Donghao Ren Yannick Assogba Dominik Moritz Fred Hohman 103 0 0 01 Oct 2024
mCSQA: Multilingual Commonsense Reasoning Dataset with Unified Creation Strategy by Language Models and Humans Yusuke Sakai Hidetaka Kamigaito Taro Watanabe LRM 94 5 0 06 Jun 2024
Frozen Feature Augmentation for Few-Shot Image Classification Andreas Bär N. Houlsby Mostafa Dehghani Manoj Kumar VLM 86 4 0 15 Mar 2024
PAC-tuning:Fine-tuning Pretrained Language Models with PAC-driven Perturbed Gradient Descent Guang-Da Liu Zhiyu Xue Xitong Zhang K. Johnson Rongrong Wang 75 7 0 26 Oct 2023
Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning Ananth Balashankar Xiao Ma Aradhana Sinha Ahmad Beirami Yao Qin Jilin Chen Alex Beutel 71 2 0 25 Oct 2023
Using GPT-4 to Augment Unbalanced Data for Automatic Scoring Luyang Fang Gyeong-Geon Lee Xiaoming Zhai 70 19 0 25 Oct 2023
PromptMix: A Class Boundary Augmentation Method for Large Language Model Distillation Gaurav Sahu Olga Vechtomova Dzmitry Bahdanau I. Laradji VLM 112 27 0 22 Oct 2023
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue Shutong Feng Nurul Lubis Benjamin Ruppik Christian Geishauser Michael Heck Hsien-chin Lin Carel van Niekerk Renato Vukovic Milica Gavsić 86 3 0 24 Aug 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 97 20 0 22 Jul 2023
Boosting Few-Shot Text Classification via Distribution Estimation Han Liu Feng Zhang Xiaotong Zhang Siyang Zhao Fenglong Ma Xiao-Ming Wu Hongyang Chen Hong Yu Xianchao Zhang OODD VLM 120 12 0 26 Mar 2023
AugGPT: Leveraging ChatGPT for Text Data Augmentation Haixing Dai Zheng Liu Wenxiong Liao Xiaoke Huang Yihan Cao ... Lichao Sun Quanzheng Li Dinggang Shen Tianming Liu Xiang Li 139 160 0 25 Feb 2023
Mask-guided BERT for Few Shot Text Classification Wenxiong Liao Zheng Liu Haixing Dai Zihao Wu Yiyang Zhang ... Dajiang Zhu Tianming Liu Sheng Li Xiang Li Hongmin Cai VLM 95 41 0 21 Feb 2023
Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information Yen-Ting Lin Alexandros Papangelis Seokhwan Kim Sungjin Lee Devamanyu Hazarika Mahdi Namazifar Di Jin Yang Liu Dilek Z. Hakkani-Tür 79 37 0 10 Feb 2023
Learning Multimodal Data Augmentation in Feature Space Zichang Liu Zhiqiang Tang Xingjian Shi Aston Zhang Mu Li Anshumali Shrivastava A. Wilson 98 23 0 29 Dec 2022
Progressive Feature Upgrade in Semi-supervised Learning on Tabular Domain Morteza Mohammady Gharasuie Fenjiao Wang 70 0 0 01 Dec 2022
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Fang Peng Xiaoshan Yang Linhui Xiao Yaowei Wang Changsheng Xu VLM 93 50 0 28 Nov 2022
UpCycling: Semi-supervised 3D Object Detection without Sharing Raw-level Unlabeled Scenes Sunwook Hwang Youngseok Kim Seongwon Kim S. Bahk Hyung-Sin Kim 3DPC 73 4 0 22 Nov 2022
CST5: Data Augmentation for Code-Switched Semantic Parsing Anmol Agarwal Jigar Gupta Rahul Goel Shyam Upadhyay Pankaj Joshi R. Aravamudhan 74 9 0 14 Nov 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 110 9 0 20 Oct 2022
Multi-Granularity Cross-Modality Representation Learning for Named Entity Recognition on Social Media Peipei Liu Gao-Shan Wang Hong Li Jie Liu Yimo Ren Hongsong Zhu Limin Sun 73 7 0 19 Oct 2022
A Feature-space Multimodal Data Augmentation Technique for Text-video Retrieval Alex Falcon G. Serra Oswald Lanz VGen 79 27 0 03 Aug 2022
Multi-features based Semantic Augmentation Networks for Named Entity Recognition in Threat Intelligence Peipei Liu Hong Li Zuoguang Wang Jie Liu Yimo Ren Hongsong Zhu 82 10 0 01 Jul 2022
Data Augmentation with Paraphrase Generation and Entity Extraction for Multimodal Dialogue System Eda Okur Saurav Sahay L. Nachman 55 25 0 09 May 2022
Contrastive Learning for Prompt-Based Few-Shot Language Learners Yiren Jian Chongyang Gao Soroush Vosoughi VLM 71 33 0 03 May 2022
Embedding Hallucination for Few-Shot Language Fine-tuning Yiren Jian Chongyang Gao Soroush Vosoughi 82 4 0 03 May 2022
Opponent Modeling in Negotiation Dialogues by Related Data Adaptation Kushal Chawla Gale M. Lucas Jonathan May Jonathan Gratch 146 11 0 30 Apr 2022
Reprint: a randomized extrapolation based on principal components for data augmentation Jiale Wei Qiyuan Chen Pai Peng Benjamin Guedj Le Li 43 2 0 26 Apr 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models Gaurav Sahu Pau Rodríguez López I. Laradji Parmida Atighehchian David Vazquez Dzmitry Bahdanau 82 64 0 05 Apr 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Zhuang Li Zhuang Li Xingliang Yuan Tongtong Wu Tianyang Zhan Gholamreza Haffari CoGe UD DRL 107 4 0 27 Feb 2022
Controllable Semantic Parsing via Retrieval Augmentation Panupong Pasupat Yuan Zhang Kelvin Guu 206 48 0 16 Oct 2021
Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data Dheeraj Mekala Varun Gangal Jingbo Shang AI4TS 86 22 0 22 Sep 2021
Good-Enough Example Extrapolation Jason W. Wei 60 6 0 12 Sep 2021
ALLWAS: Active Learning on Language models in WASserstein space Anson Bastos Manohar Kaul MedIm 55 1 0 03 Sep 2021
FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Jing Zhou Yanan Zheng Jie Tang Jian Li Zhilin Yang VLM 89 80 0 13 Aug 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 145 355 0 07 Jul 2021
ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-shot Learning Chaofan CHEN Xiaoshan Yang Changsheng Xu Xuhui Huang Zhe Ma 79 50 0 16 Jun 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 121 832 0 07 May 2021
Meta-learning for skin cancer detection using Deep Learning Techniques S. García 71 8 0 21 Apr 2021
Neural Data Augmentation via Example Extrapolation Kenton Lee Kelvin Guu Luheng He Timothy Dozat Hyung Won Chung 76 72 0 02 Feb 2021
ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification Manoj Kumar Varun Kumar Hadrien Glaude Cyprien delichy Aman Alok Rahul Gupta VLM 80 18 0 28 Jan 2021
Generative Adversarial Networks for Annotated Data Augmentation in Data Sparse NLU O. Yu. Golovneva Charith Peris SyDa GAN 31 5 0 09 Dec 2020
Named Entity Recognition for Social Media Texts with Semantic Augmentation Yuyang Nie Yuanhe Tian Xiang Wan Yan Song Bo Dai 82 73 0 29 Oct 2020
Data Augmentation for Meta-Learning Renkun Ni Micah Goldblum Amr Sharaf Kezhi Kong Tom Goldstein 93 77 0 14 Oct 2020
Intrapersonal Parameter Optimization for Offline Handwritten Signature Augmentation T. Maruyama Luiz Eduardo Soares de Oliveira A. Britto R. Sabourin 152 27 0 13 Oct 2020
Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems Andrea Madotto Samuel Cahyawijaya Genta Indra Winata Yan Xu Zihan Liu Zhaojiang Lin Pascale Fung 118 64 0 28 Sep 2020
NEU at WNUT-2020 Task 2: Data Augmentation To Tell BERT That Death Is Not Necessarily Informative Kumud Chauhan 38 6 0 18 Sep 2020