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"

6 / 6 papers shown

Title
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 206 498 0 03 May 2023
SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training Hui Chen Wei Han Soujanya Poria 23 13 0 23 Oct 2022
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 26 181 0 22 Sep 2022
STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Tu Vu Minh-Thang Luong Quoc V. Le Grady Simon Mohit Iyyer 115 60 0 13 Sep 2021
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 104 180 0 19 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy A. Smeaton SSL AI4TS 164 678 0 10 Oct 2020