2025
Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning
ACL 2025finding
Active Learning (AL) allows models to learn interactively from user feedback. However, only annotating existing samples may hardly benefit the model’s generalization. Moreover, AL commonly faces a cold start problem due to insufficient annotated data for effective sample selection. To address this,…