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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

Ge Li

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Conference Open access Aug 2026

HLLC: A Four-Stage Human-AI Collaborative Annotation Framework for Panic Emotion Recognition in Social Networks

This paper leverages large language models (LLMs) and proposes a four-stage progressive human-AI collaborative annotation framework named HLLC (Human-LLM Collaborative Labeling), enabling large-scale, fine-grained panic emotion dataset construction at low cost.

Yu Cai, Chuan Ai, Meng-Zhu Liu et al. · 0 citations

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