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05/23/2023
Parameter-Efficient Language Model Tuning with Active Learning in Low-Resource Settings
Pre-trained language models (PLMs) have ignited a surge in demand for ef...
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05/16/2023
On Dataset Transferability in Active Learning for Transformers
Active learning (AL) aims to reduce labeling costs by querying the examp...
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02/01/2023
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis
Expressing attitude or stance toward entities and concepts is an integra...
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12/20/2022
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis
Developed as a solution to a practical need, active learning (AL) method...
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11/15/2022
Easy to Decide, Hard to Agree: Reducing Disagreements Between Saliency Methods
A popular approach to unveiling the black box of neural NLP models is to...
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11/11/2022