People's Daily

DALL: Data Labeling via Data Programming and Active Learning Enhanced by Large Language Models

Deep learning models for natural language processing rely heavily on high-quality labeled datasets. However, existing labeling approaches often struggle to balance label quality with labeling cost. To address this challenge, we propose DALL, a text labeling framework that integrates data programming, active learning,…