Large Language Models are increasingly used to simulate identities with distinct personality traits, communication styles, and behavioural patterns across applications such as conversational agents and synthetic user simulation. However, LLM-based personas are commonly specified through ad hoc prompts or biographical sketches, leaving room for ambiguity, inconsistent interpretation, and limited portability. Existing persona ontologies and structured user models only partially address these limitations, as they are not mainly designed to support persona enactment by LLMs. We introduce the LLM Persona ontology, structured following the OWL formalism around two foundational pillars: Identity and Behaviour. We also propose a downstream evaluation using PersonaGym to assess whether ontology-based representations can support persona enactment, as a first step toward formalizing personas for LLM-based personalization.

Formalising Personas for Large Language Models: An Ontological Approach / Sillano, A., Lisena, P., Troncy, R., De Russis, L.. - (In corso di stampa). (International Semantic Web Conference Bari (ITA) 25-29 October 2026).

Formalising Personas for Large Language Models: An Ontological Approach

Sillano, Andrea;Pasquale, Lisena;De Russis, Luigi
In corso di stampa

Abstract

Large Language Models are increasingly used to simulate identities with distinct personality traits, communication styles, and behavioural patterns across applications such as conversational agents and synthetic user simulation. However, LLM-based personas are commonly specified through ad hoc prompts or biographical sketches, leaving room for ambiguity, inconsistent interpretation, and limited portability. Existing persona ontologies and structured user models only partially address these limitations, as they are not mainly designed to support persona enactment by LLMs. We introduce the LLM Persona ontology, structured following the OWL formalism around two foundational pillars: Identity and Behaviour. We also propose a downstream evaluation using PersonaGym to assess whether ontology-based representations can support persona enactment, as a first step toward formalizing personas for LLM-based personalization.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/3016011