2025
To Label or Not to Label: Hybrid Active Learning for Neural Machine Translation
COLING 2025main
Active learning (AL) techniques reduce labeling costs for training neural machine translation (NMT) models by selecting smaller representative subsets from unlabeled data for annotation. Diversity sampling techniques select heterogeneous instances, while uncertainty sampling methods select instances…