Conversational history changes LLM personality-test answers: it increases answer consistency through in-context learning but shifts OCEAN scores, especially for GPT-3.5/4, while smaller models rely heavily on prior interactions.
In Proceedings of the 1st Workshop on Personalization of Generative AI Systems (PERSONALIZE 2024), pages 102–111, St
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CAPE: Context-Aware Personality Evaluation Framework for Large Language Models
Conversational history changes LLM personality-test answers: it increases answer consistency through in-context learning but shifts OCEAN scores, especially for GPT-3.5/4, while smaller models rely heavily on prior interactions.