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Review Open access Sep 2026

Factors associated with bystander intervention in cyberbullying: a systematic review

Introduction Cyberbullying among adolescents often takes place in front of an online audience, yet many bystanders remain passive. Evidence on factors associated with intervention is dispersed across psychological, relational, contextual, and platform-related areas. Methods Following PRISMA 2020 and PRISMA-S, we search...

Zheng-Meng Wang, Xin-Xin Wei, S. Saad et al. · 0 citations
Open access 2026

CARE: A Calibration-Aware Framework for Cyberbullying Detection Under Distribution Shift

Cyberbullying detectors are often evaluated by in-domain accuracy, but real moderation systems need reliable probabilities under distribution shift. This paper presents CARE, a calibration-aware and leakage-controlled evaluation framework. CARE compares four compact encoders with two LoRA-adapted 7B language models on...

Zheng-Meng Wang, See-Kee Ng, Ting-Lei Liu et al. · 0 citations

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