Prompting-in-a-Series: Psychology-Informed Contents and Embeddings for Personality Recognition With Decoder-Only Models

arXiv — cs.CLTuesday, December 9, 2025 at 5:00:00 AM
  • A new algorithm called PICEPR (Psychology-Informed Contents Embeddings for Personality Recognition) has been introduced, utilizing a modularized decoder-only large language model (LLM) to enhance personality recognition through content generation and classification. This method includes two pipelines: Contents and Embeddings, demonstrating significant potential in summarizing and generating personality-rich content.
  • The development of PICEPR is significant as it positions the algorithm as a valuable tool for improving personality recognition capabilities, which can be applied in various fields such as marketing, mental health, and user experience design, thereby enhancing interactions and understanding of user behavior.
  • This advancement reflects a broader trend in AI research focusing on improving the reliability and empathy of LLMs, as seen in other frameworks aimed at enhancing healthcare dialogue and addressing issues of factual accuracy. The ongoing exploration of AI self-awareness and the integration of dynamic prompting strategies further highlight the evolving landscape of AI capabilities and their implications for human-computer interaction.
— via World Pulse Now AI Editorial System

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