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.

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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
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article

UPCS: Unbiased Persona Construction for Dialogue Generation

Kuiyun Chen, Yanbin Wei
Persona Design and Applications
article

UPCS: Unbiased Persona Construction for Dialogue Generation

Kuiyun Chen, Yanbin Wei
article en

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.

Shandong University (CN), Hong Kong University of Science and Technology (HK), University of Hong Kong (HK)
Openalex Percentile: Top 97%
Persona Design and Applications
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