Active Few-Shot Learning with FASL

20 April 2022

Thomas Müller

Guillermo Pérez-Torró

Papers citing "Active Few-Shot Learning with FASL"

21 / 21 papers shown

Title
DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning Jiaxin Guo Cheng Chen Shuzhen Li Tianze Zhang 110 0 0 01 Feb 2025
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 97 14 0 15 Mar 2023
Few-Shot Learning with Siamese Networks and Label Tuning Thomas Müller Guillermo Pérez-Torró Marc Franco-Salvador VLM 66 40 0 28 Mar 2022
Active Learning by Acquiring Contrastive Examples Katerina Margatina Giorgos Vernikos Loïc Barrault Nikolaos Aletras 63 190 0 08 Sep 2021
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers Christopher Schröder A. Niekler Martin Potthast 55 81 0 12 Jul 2021
Entailment as Few-Shot Learner Sinong Wang Han Fang Madian Khabsa Hanzi Mao Hao Ma 59 184 0 29 Apr 2021
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning Daniel Grießhaber J. Maucher Ngoc Thang Vu 61 46 0 04 Dec 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
Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start Wenpeng Yin Nazneen Rajani Dragomir R. Radev R. Socher Caiming Xiong 69 69 0 06 Oct 2020
The Multilingual Amazon Reviews Corpus Phillip Keung Y. Lu György Szarvas Noah A. Smith 60 201 0 06 Oct 2020
Investigating the Effectiveness of Representations Based on Pretrained Transformer-based Language Models in Active Learning for Labelling Text Datasets Jinghui Lu B. MacNamee 36 19 0 21 Apr 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 330 1,612 0 21 Jan 2020
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin Jamaal Hay Dan Roth 161 547 0 31 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 577 24,422 0 26 Jul 2019
HEAD-QA: A Healthcare Dataset for Complex Reasoning David Vilares Carlos Gómez-Rodríguez 50 83 0 11 Jun 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 85 772 0 09 Jun 2019
Hate Speech Dataset from a White Supremacy Forum Ona de Gibert Naiara Pérez Aitor García-Pablos Montse Cuadros 66 420 0 12 Sep 2018
Practical Obstacles to Deploying Active Learning David Lowell Zachary Chase Lipton Byron C. Wallace 82 111 0 12 Jul 2018
Semi-Supervised and Active Few-Shot Learning with Prototypical Networks Rinu Boney Alexander Ilin VLM 65 27 0 29 Nov 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 304 4,282 0 21 Aug 2015
Bayesian Active Learning for Classification and Preference Learning N. Houlsby Ferenc Huszár Zoubin Ghahramani M. Lengyel 112 910 0 24 Dec 2011