Debiasing Made State-of-the-art: Revisiting the Simple Seed-based Weak Supervision for Text Classification

24 May 2023

Papers citing "Debiasing Made State-of-the-art: Revisiting the Simple Seed-based Weak Supervision for Text Classification"

22 / 22 papers shown

Title
TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision Yunyi Zhang Ruozhen Yang Xueqiang Xu Rui Li Jinfeng Xiao Jiaming Shen Jiawei Han 81 16 0 29 Feb 2024
Pre-trained Language Models Can be Fully Zero-Shot Learners Xuandong Zhao Siqi Ouyang Zhiguo Yu Ming-li Wu Lei Li VLM LRM 58 34 0 14 Dec 2022
LIME: Weakly-Supervised Text Classification Without Seeds Seongmin Park Jihwa Lee 58 8 0 13 Oct 2022
LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification Dheeraj Mekala Chengyu Dong Jingbo Shang 40 20 0 25 May 2022
Weakly-supervised Text Classification Based on Keyword Graph Lu Zhang Jiandong Ding Yi Xu Yingyao Liu Shuigeng Zhou OffRL OOD 74 56 0 06 Oct 2021
BFClass: A Backdoor-free Text Classification Framework Zichao Li Dheeraj Mekala Chengyu Dong Jingbo Shang SILM 90 28 0 22 Sep 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 261 3,396 0 18 Apr 2021
In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning Mamshad Nayeem Rizve Kevin Duarte Yogesh S Rawat M. Shah 311 519 0 15 Jan 2021
ONION: A Simple and Effective Defense Against Textual Backdoor Attacks Fanchao Qi Yangyi Chen Mukai Li Yuan Yao Zhiyuan Liu Maosong Sun AAML 93 276 0 20 Nov 2020
X-Class: Text Classification with Extremely Weak Supervision Zihan Wang Dheeraj Mekala Jingbo Shang 59 80 0 24 Oct 2020
Weight Poisoning Attacks on Pre-trained Models Keita Kurita Paul Michel Graham Neubig AAML SILM 134 451 0 14 Apr 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
A backdoor attack against LSTM-based text classification systems Jiazhu Dai Chuanshuai Chen SILM 81 329 0 29 May 2019
PAWS: Paraphrase Adversaries from Word Scrambling Yuan Zhang Jason Baldridge Luheng He 73 543 0 01 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Weakly-Supervised Neural Text Classification Yu Meng Jiaming Shen Chao Zhang Jiawei Han 68 188 0 02 Sep 2018
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 125 1,818 0 16 Jun 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,833 0 14 Jun 2017
Character-level Convolutional Networks for Text Classification Xiang Zhang Jiaqi Zhao Yann LeCun 268 6,113 0 04 Sep 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 821 9,318 0 06 Jun 2015
Efficient Object Localization Using Convolutional Networks Jonathan Tompson Ross Goroshin Arjun Jain Yann LeCun C. Bregler 3DH 179 1,352 0 16 Nov 2014
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 453 7,663 0 03 Jul 2012