On the Fragility of Active Learners for Text Classification

Abhishek Ghose, Emma Thuong Nguyen

Active learning (AL) techniques optimally utilize a labeling budget by iteratively selecting instances that are most valuable for learning. However, they lack ``prerequisite checks…