ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLP

1 August 2023

Papers citing "ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLP"

22 / 22 papers shown

Title
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 108 368 0 13 May 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 76 111 0 25 Mar 2022
Ethical and social risks of harm from Language Models Laura Weidinger John F. J. Mellor Maribeth Rauh Conor Griffin J. Uesato ... Lisa Anne Hendricks William S. Isaac Sean Legassick G. Irving Iason Gabriel PILM 97 1,030 0 08 Dec 2021
DeepAL: Deep Active Learning in Python Kuan-Hao Huang AI4CE 72 17 0 30 Nov 2021
A Survey on Cost Types, Interaction Schemes, and Annotator Performance Models in Selection Algorithms for Active Learning in Classification M. Herde Denis Huseljic Bernhard Sick A. Calma 55 25 0 23 Sep 2021
Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping Prakhar Kaushik Alex Gain Adam Kortylewski Alan Yuille CLL 34 71 0 22 Feb 2021
On Statistical Bias In Active Learning: How and When To Fix It Sebastian Farquhar Y. Gal Tom Rainforth TDI HAI 40 85 0 27 Jan 2021
Class-incremental learning: survey and performance evaluation on image classification Marc Masana Xialei Liu Bartlomiej Twardowski Mikel Menta Andrew D. Bagdanov Joost van de Weijer CLL 75 686 0 28 Oct 2020
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 171 184 0 19 Oct 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 93 1,136 0 30 Aug 2020
A Survey of Active Learning for Text Classification using Deep Neural Networks Christopher Schröder A. Niekler 49 100 0 17 Aug 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 731 41,894 0 28 May 2020
Fair Active Learning Hadis Anahideh Abolfazl Asudeh Saravanan Thirumuruganathan FaML 63 53 0 06 Jan 2020
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 88 701 0 21 Oct 2019
On Model Stability as a Function of Random Seed Pranava Madhyastha Dhruv Batra 81 63 0 23 Sep 2019
Text Classification Algorithms: A Survey Kamran Kowsari K. Meimandi Mojtaba Heidarysafa Sanjana Mendu Laura E. Barnes Donald E. Brown 60 1,296 0 17 Apr 2019
Deep Active Learning for Efficient Training of a LiDAR 3D Object Detector Di Feng Xiao Wei Lars Rosenbaum A. Maki Klaus C. J. Dietmayer 3DPC 58 86 0 29 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Online Learning: A Comprehensive Survey Guosheng Lin Doyen Sahoo Jing Lu P. Zhao OffRL 58 643 0 08 Feb 2018
libact: Pool-based Active Learning in Python Yao-Yuan Yang Shao-Chuan Lee Yu-An Chung Tung-En Wu Si-An Chen Hsuan-Tien Lin AI4CE KELM 53 63 0 01 Oct 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 348 7,498 0 02 Dec 2016
Algorithms for multi-armed bandit problems Volodymyr Kuleshov Doina Precup 130 350 0 25 Feb 2014