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cs.LG2022★ 3 cited
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis
Josip Jukić, Jan Šnajder
Developed to alleviate prohibitive labeling costs, active learning (AL) methods aim to reduce label complexity in supervised learning. While recent work has demonstrated the benefi…
cs.LG2022
ALANNO: An Active Learning Annotation System for Mortals
Josip Jukić, Fran Jelenić, Miroslav Bićanić +1
Supervised machine learning has become the cornerstone of today's data-driven society, increasing the need for labeled data. However, the process of acquiring labels is often expen…