Uncertainty-aware Self-training for Text Classification with Few Labels

27 June 2020

Papers citing "Uncertainty-aware Self-training for Text Classification with Few Labels"

19 / 19 papers shown

Title
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision Linhao Qu Shiman Li Xiaoyuan Luo Shaolei Liu Qinhao Guo Manning Wang Zhijian Song 50 0 0 16 Apr 2025
Hands-On Tutorial: Labeling with LLM and Human-in-the-Loop Ekaterina Artemova Akim Tsvigun Dominik Schlechtweg Natalia Fedorova Konstantin Chernyshev Sergei Tilga Boris Obmoroshev SyDa VLM 274 0 0 28 Jan 2025
Dynamic Against Dynamic: An Open-set Self-learning Framework Haifeng Yang Chuanxing Geng Pong C. Yuen Songcan Chen 80 1 0 27 Apr 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 73 0 0 05 Feb 2024
Trustera: A Live Conversation Redaction System E. Gouvêa Ali Dadgar S. Jalalvand R. Chengalvarayan Badrinath Jayakumar Ryan Price Nicholas Ruiz Jennifer McGovern S. Bangalore Benjamin Stern 28 1 0 16 Mar 2023
Test-Time Adaptation for Visual Document Understanding Sayna Ebrahimi Sercan O. Arik Tomas Pfister OOD 46 6 0 15 Jun 2022
The Dialog Must Go On: Improving Visual Dialog via Generative Self-Training Gi-Cheon Kang Sungdong Kim Jin-Hwa Kim Donghyun Kwak Byoung-Tak Zhang 41 10 0 25 May 2022
LST: Lexicon-Guided Self-Training for Few-Shot Text Classification Hazel Kim Jaeman Son Yo-Sub Han 26 3 0 05 Feb 2022
Informative Pseudo-Labeling for Graph Neural Networks with Few Labels Yayong Li Jie Yin Ling-Hao Chen 35 33 0 20 Jan 2022
Semi-Supervised Text Classification via Self-Pretraining Payam Karisani Negin Karisani SSL VLM 33 22 0 30 Sep 2021
Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding Shiyang Li Semih Yavuz Wenhu Chen Xifeng Yan 27 12 0 14 Sep 2021
Uncertainty-Aware Model Adaptation for Unsupervised Cross-Domain Object Detection Minjie Cai Minyi Luo Xionghu Zhong Hao Chen OOD 32 6 0 28 Aug 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 36 32 0 28 Aug 2021
BertGCN: Transductive Text Classification by Combining GCN and BERT Yuxiao Lin Yuxian Meng Xiaofei Sun Qinghong Han Kun Kuang Jiwei Li Fei Wu 38 229 0 12 May 2021
Revisiting Self-Training for Neural Sequence Generation Junxian He Jiatao Gu Jiajun Shen MarcÁurelio Ranzato SSL LRM 249 271 0 30 Sep 2019
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 278 1,275 0 06 Mar 2017
Language as a Latent Variable: Discrete Generative Models for Sentence Compression Yishu Miao Phil Blunsom 203 223 0 23 Sep 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 227 745 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 305 9,202 0 06 Jun 2015