Understanding Virality: A Rubric based Vision-Language Model Framework for Short-Form Edutainment Evaluation

Arnav Gupta, Gurekas Singh Sahney, Hardik Rathi +4

Evaluating short-form video content requires moving beyond surface-level quality metrics toward human-aligned, multimodal reasoning. While existing frameworks like VideoScore-2 ass…