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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

Xiao-Ying Jiang

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Book Open access Nov 2026

CriticRouter: Criticality-aware Step Router for Small-Large Collaborative Reasoning

Large reasoning models (LRMs) achieve strong performance on complex reasoning tasks, but their long chain-of-thought trajectories incur substantial inference latency and computational cost. Small-large model collaborative reasoning mitigates this issue by offloading part of the reasoning steps to a small language model...

Yi-Bin Wang, Xiyu Liu, Xiao-Ying Jiang et al. · 0 citations
#small language model Book Open access Nov 2026

CriticRouter: Criticality-aware Step Router for Small-Large Collaborative Reasoning

CriticRouter is a verifier-free step-wise routing framework that reduces redundancy based on structural criticality as a routing signal, and achieves comparable accuracy to standard LLM reasoning while significantly reducing latency, demonstrating a better utility-efficiency trade-off.

Yi-Bin Wang, Xiyu Liu, Xiao-Ying Jiang et al. · 0 citations

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