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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Xiaohua Wu

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Open access Aug 2026

Persona-centric Metamorphic Relation Guided Robustness Evaluation for Multi-turn Dialogue Modeling

This work discovers persona-centric metamorphic relations to infer test samples from annotated data, without additional annotation cost, and evaluates the robustness of personalized dialogue models regarding persona consistency, revealing that prompt learning is more robust than training from scratch and fine-tuning.

Lin Li, Xiaohua Wu, Yanbing Chen et al. · 0 citations

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