Papers by Abhishek Ghose
On the Fragility of Active Learners for Text Classification (2024.emnlp-main)
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| Challenge: | Active learning (AL) techniques optimally utilize a labeling budget by iteratively selecting instances that are most valuable for learning. |
| Approach: | They propose to use active learning techniques to iteratively select instances that are most valuable for learning. |
| Outcome: | The proposed framework is used to benchmark active learning techniques for text classification using pre-trained representations. |