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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

Jia-Lian Zheng

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Jul 2026

Uncertainty-Aware Trust Estimation for Multi-LLM Systems via Structured Expert Judgement

This work adapt structured expert judgment from decision theory, using context-aware calibration questions to estimate expert reliability based on the quality of its probabilistic predictions, and employs Cooke-style log weighting, which penalises overconfident incorrect predictions and favours well-calibrated experts.

Jia-Lian Zheng, Jia-Zheng Zhang · 0 citations

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