Assisted Text Annotation Using Active Learning to Achieve High Quality with Little Effort

Large amounts of annotated data have become more important than ever, especially since the rise of deep learning techniques. However, manual annotations are costly. We propose a tool that enables researchers to create large, high-quality, annotated datasets with only a few manual annotations, thus s...

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Bibliographic Details

Published in:	2021 ACM/IEEE Joint Conference on Digital Libraries (JCDL) pp. 287 - 288
Main Authors:	Weeber, Franziska, Hamborg, Felix, Donnay, Karsten, Gipp, Bela
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.09.2021
Subjects:	active learning Analytical models Annotations Costs data annotation Data models Deep learning Longformer Manuals text classification Training
Online Access:	Get full text
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