UPCS: Unbiased Persona Construction for Dialogue Generation
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.
Authors
- Kuiyun Chen (ORCID: https://orcid.org/0009-0008-0112-5995)
- Yanbin Wei
Institutions
- Shandong University (CN)
- Hong Kong University of Science and Technology (HK)
- University of Hong Kong (HK)
Publication Details
- Published
- 2025-03-12
- DOI
- https://doi.org/10.1109/icassp49660.2025.10889181
- Primary Topic
- Persona Design and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00