Automated Data Annotation

Structured Exploration and Exploitation of Label Functions for Automated Data Annotation

This paper introduces EXPONA, an automated framework for programmatic labeling that addresses the challenges of costly and error-prone manual data annotation. EXPONA systematically explores multi-level label functions and applies reliability-aware mechanisms to generate high-quality weak labels for training AI models.