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Meng-Zhu Liu

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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
#natural language process... Jun 2026

When Cognitive Graphs Meet LLMs: BDEI Cognitive Pathways for Panic Emotional Arousal Prediction

Predicting the timing of individual and collective panic emotional arousal before manifestation is essential for timely emergency intervention. Existing methods incorporate cognitive elements but none of them model emotion in the generative direction of the arousal process, leaving arousal timing undetermined. We argue...

Meng-Zhu Liu, Long Qin, Chuan Ai et al. · 0 citations

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