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Practical Obstacles to Deploying Active Learning

Practical Obstacles to Deploying Active Learning

12 July 2018
David Lowell
Zachary Chase Lipton
Byron C. Wallace
ArXivPDFHTML

Papers citing "Practical Obstacles to Deploying Active Learning"

13 / 13 papers shown
Title
Towards Comparable Active Learning
Towards Comparable Active Learning
Thorben Werner
Johannes Burchert
Lars Schmidt-Thieme
70
0
0
24 Feb 2025
Surfing the modeling of PoS taggers in low-resource scenarios
Surfing the modeling of PoS taggers in low-resource scenarios
M. Ferro
V. Darriba
F. J. Ribadas
J. G. Gil
11
0
0
04 Feb 2024
Investigating Multi-source Active Learning for Natural Language
  Inference
Investigating Multi-source Active Learning for Natural Language Inference
Ard Snijders
Douwe Kiela
Katerina Margatina
20
7
0
14 Feb 2023
ALLSH: Active Learning Guided by Local Sensitivity and Hardness
ALLSH: Active Learning Guided by Local Sensitivity and Hardness
Shujian Zhang
Chengyue Gong
Xingchao Liu
Pengcheng He
Weizhu Chen
Mingyuan Zhou
25
26
0
10 May 2022
Towards Computationally Feasible Deep Active Learning
Towards Computationally Feasible Deep Active Learning
Akim Tsvigun
Artem Shelmanov
Gleb Kuzmin
Leonid Sanochkin
Daniil Larionov
Gleb Gusev
Manvel Avetisian
L. Zhukov
16
15
0
07 May 2022
Onception: Active Learning with Expert Advice for Real World Machine
  Translation
Onception: Active Learning with Expert Advice for Real World Machine Translation
Vania Mendoncca
Ricardo Rei
Luísa Coheur
Alberto Sardinha INESC-ID Lisboa
17
6
0
09 Mar 2022
Active Learning Over Multiple Domains in Natural Language Tasks
Active Learning Over Multiple Domains in Natural Language Tasks
Shayne Longpre
Julia Reisler
E. G. Huang
Yi Lu
Andrew J. Frank
Nikhil Ramesh
Chris DuBois
OOD
17
13
0
01 Feb 2022
Cartography Active Learning
Cartography Active Learning
Mike Zhang
Barbara Plank
19
37
0
09 Sep 2021
Multi-class Text Classification using BERT-based Active Learning
Multi-class Text Classification using BERT-based Active Learning
Sumanth Prabhu
Moosa Mohamed
Hemant Misra
8
35
0
27 Apr 2021
On the Importance of Effectively Adapting Pretrained Language Models for
  Active Learning
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning
Katerina Margatina
Loïc Barrault
Nikolaos Aletras
19
36
0
16 Apr 2021
On Initial Pools for Deep Active Learning
On Initial Pools for Deep Active Learning
Akshay L Chandra
Sai Vikas Desai
Chaitanya Devaguptapu
V. Balasubramanian
16
19
0
30 Nov 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in
  Deep Learning
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
247
9,042
0
06 Jun 2015
Convolutional Neural Networks for Sentence Classification
Convolutional Neural Networks for Sentence Classification
Yoon Kim
AILaw
VLM
250
13,283
0
25 Aug 2014
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