DeSRPA introduces a dual-level control vector method for inference-time intervention on frozen backbones to improve personality consistency and speech naturalness in role-playing agents over end-to-end fine-tuned baselines.
Experimental Settings To evaluate character fidelity under both plot-based and open- domain interaction scenarios, we utilize two distinct datasets
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DeSRPA: Decoupled Speech Role-Playing Agent via Inference-Time Intervention
DeSRPA introduces a dual-level control vector method for inference-time intervention on frozen backbones to improve personality consistency and speech naturalness in role-playing agents over end-to-end fine-tuned baselines.