Personalized LoRA for Human-Centered Text Understanding: A Comprehensive Study

The author introduces a personalized LoRA framework for human-centered text understanding, combining task-specific LoRA and user-specific PKI to enhance adaptability. The approach aims to address cold-start issues and improve performance in sentiment analysis tasks.