A Survey of Active Learning for Text Classification using Deep Neural Networks

17 August 2020

Papers citing "A Survey of Active Learning for Text Classification using Deep Neural Networks"

18 / 18 papers shown

Title
Advancing Scientific Text Classification: Fine-Tuned Models with Dataset Expansion and Hard-Voting Z. R. K. Rostam Gábor Kertész 24 0 0 26 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 148 0 0 28 Jan 2025
More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering Bingsheng Yao Guiming Hardy Chen Ruishi Zou Yuxuan Lu Jiachen Li Shao Zhang Yisi Sang Sijia Liu James A. Hendler Dakuo Wang 45 13 0 16 Nov 2023
On Active Learning for Gaussian Process-based Global Sensitivity Analysis Mohit Chauhan Mariel A. Ojeda-Tuz R. Catarelli K. Gurley Dimitrios Tsapetis Michael D. Shields 18 12 0 27 Aug 2023
Taming Small-sample Bias in Low-budget Active Learning Linxin Song Jieyu Zhang Xiaotian Lu Dinesh Manocha AI4CE 20 0 0 19 Jun 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 30 39 0 23 May 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture Bingsheng Yao Ishan Jindal Lucian Popa Yannis Katsis Sayan Ghosh ... Yuxuan Lu Shashank Srivastava Yunyao Li James A. Hendler Dakuo Wang 34 10 0 22 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 31 11 0 21 May 2023
Learning towards Selective Data Augmentation for Dialogue Generation Xiuying Chen Mingzhe Li Jiayi Zhang Xiaoqiang Xia Chen Wei Jianwei Cui Xin Gao Xiangliang Zhang Rui Yan 38 7 0 17 Mar 2023
Label-Efficient Interactive Time-Series Anomaly Detection Hongmei Guo Yujing Wang Jieyu Zhang Zhe-Min Lin Yu Tong Lei Yang Luoxing Xiong Congrui Huang AI4TS 27 1 0 30 Dec 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 33 65 0 18 Oct 2022
Analyzing Text Representations under Tight Annotation Budgets: Measuring Structural Alignment César González-Gutiérrez Audi Primadhanty Francesco Cazzaro A. Quattoni 33 0 0 11 Oct 2022
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications Jovze M. Rovzanec I. Novalija Patrik Zajec K. Kenda Hooman Tavakoli ... G. Sofianidis Spyros Theodoropoulos Blavz Fortuna Dunja Mladenić John Soldatos 3DV AI4CE 38 119 0 21 Mar 2022
Diversity Enhanced Active Learning with Strictly Proper Scoring Rules Wei Tan Lan Du Wray L. Buntine 16 30 0 27 Oct 2021
Active learning for reducing labeling effort in text classification tasks Peter Jacobs Gideon Maillette de Buy Wenniger M. Wiering Lambert Schomaker VLM 48 12 0 10 Sep 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,145 0 06 Jun 2015
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,368 0 25 Aug 2014