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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

Wenjie Qiu

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Book Open access Aug 2026

RMEval: Bridging Reward Model Evaluation and Policy Evaluation through Ranking Consistency

This work proposes RMEval, a benchmark that revisits reward model evaluation through the lens of global ranking consistency, and evaluates existing reward models on RMEval and demonstrates that the metric exhibits a strong correlation with downstream policy performance, with Pearson coefficients exceeding 0.6 across mu...

Wenjie Qiu, Xuqin Zhang, Yihang Zhang et al. · 0 citations
Book Open access Aug 2026

RMEval: Bridging Reward Model Evaluation and Policy Evaluation through Ranking Consistency

Reward Models (RMs) are widely used to guide the alignment of Large Language Models (LLMs) in Reinforcement Learning from Human Feedback (RLHF), and their quality has a substantial impact on the performance of trained policy models. In current practice, reward models are predominantly evaluated using local metrics such...

Wenjie Qiu, Xuqin Zhang, Yihang Zhang et al. · 0 citations

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