Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models

13 June 2024

Papers citing "Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models"

8 / 8 papers shown

Title
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 60 188 0 22 Sep 2022
Active PETs: Active Data Annotation Prioritisation for Few-Shot Claim Verification with Pattern Exploiting Training Xia Zeng A. Zubiaga 49 8 0 18 Aug 2022
STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Tu Vu Minh-Thang Luong Quoc V. Le Grady Simon Mohit Iyyer 142 61 0 13 Sep 2021
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Katerina Margatina Loïc Barrault Nikolaos Aletras 36 37 0 16 Apr 2021
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 229 697 0 10 Oct 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 529 11,979 0 27 Aug 2019
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 72 826 0 08 Aug 2019
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 142 12,384 0 24 Jun 2012