A. Abdelwahab

A novel hybrid model for identifying the most informative instances for improving text data classification

The findings confirm that combining hybrid ensemble learning with active learning offers an effective, lightweight, and cost-efficient alternative to purely transformer-based approaches, making it well-suited for real-world text classification tasks where labeled data are scarce or expensive.