Community-Aware Assessment of Social Textual Engagement and Resonance: A Human-Centric Perspective on User-Generated Content Evaluation

Tianjiao Li, Kai Zhao, Xiang Li, Yang Liu, Huyang Sun

Jun 3, 2026 at 04:00

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arXiv:2606.01897v2 Announce Type: replace Abstract: Traditional Video Quality Assessment (VQA) focuses narrowly on aesthetic fidelity, overlooking the complex social dynamics that define quality in User-Generated Content (UGC). In this work, we propose a paradigm shift from signal-centric metrics to human-centric resonance assessment. We...

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