Enhancing Textual Personality Detection toward Social Media: Integrating Long-term and Short-term Perspectives

arXiv:2404.15067v1 Announce Type: new
Abstract: Textual personality detection aims to identify personality characteristics by analyzing user-generated content toward social media platforms. Numerous psychological literature highlighted that personality encompasses both long-term stable traits and short-term dynamic states. However, existing studies often concentrate only on either long-term or short-term personality representations, without effectively combining both aspects. This limitation hinders a comprehensive understanding of individuals' personalities, as both stable traits and dynamic states are vital. To bridge this gap, we propose a Dual …

abstract arxiv cs.cl detection dynamic generated however identify literature long-term media personality perspectives platforms social social media social media platforms studies textual type