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Leveraging Implicit Sentiments: Enhancing Reliability And Validity In Psychological Trait Evaluation Of Llms

Abstract

Recent advancements in Large Language Models (LLMs) have led to their increasing integration into human life. With the transition from mere tools to human-like assistants, understanding their psychological aspects-such as emotional tendencies and personalities-becomes essential for ensuring their trustworthiness. However, current psychological evaluations of LLMs, often based on human psychologica

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