Synthetic Feature Augmentation Improves Generalization Performance of Language Models

Ashok Choudhary, Cornelius Thiels, Hojjat Salehinejad

Training and fine-tuning deep learning models, especially large language models (LLMs), on limited and imbalanced datasets poses substantial challenges. These issues often result i…