English

UPCS: Unbiased Persona Construction for Dialogue Generation

Computation and Language 2025-01-03 v4

Abstract

Narrative systems, such as dialogue and storytelling systems, often utilize persona profiles to enhance personalized interactions. Existing persona profiles frequently exhibit biases, posing risks to system integrity and fairness. To address this, we introduce the UPCS framework, which categorizes character descriptions into eight dimensions, including bias mitigation strategies. Experimental results demonstrate UPCS's superiority in accuracy, diversity, bias elimination, and user satisfaction, marking a significant advancement in persona construction for reliable narrative systems.

Keywords

Cite

@article{arxiv.2409.05257,
  title  = {UPCS: Unbiased Persona Construction for Dialogue Generation},
  author = {Kuiyun Chen and Yanbin Wei},
  journal= {arXiv preprint arXiv:2409.05257},
  year   = {2025}
}

Comments

ICASSP 2025 Main Track Accepted

R2 v1 2026-06-28T18:37:58.914Z