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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

Daiting Shi

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Preprint Sep 2026

From Ranked Documents to Reliable Contexts: An Answer-Oriented Context Construct Framework for AI Search

Traditional Web search follows a human-facing paradigm in which users inspect ranked documents and synthesize information themselves. In AI Search, retrieved documents instead serve as inputs to a generation model, shifting the retrieval objective from ranking documents by Search Satisfaction to constructing reliable c...

Yun-Fei Zhong, Yin-Qiong Cai, Lixin Su et al. · 0 citations
Book Open access Jul 2026

Population-Guided Intent-Aware Query Rewriting for Web Search

Population-Guided Intent-Aware Rewriting (PGIR) is proposed, which captures dominant population intent via a Semantic Clustering Unit (SCU) and generates intent-aware rewrites through a Rewriting Unit (U), aligning queries with mainstream search goals without requiring user history.

Yuanzhao Guo, Shuai Zhang, Ang Li et al. · 0 citations

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