WorldJen is a new benchmark for generative video models that uses VLM-judged multi-dimensional Likert questionnaires validated against human preferences to achieve perfect tier agreement.
• Label 𝑦∈ { 0, 1}: 𝑦=1 if the annotator preferred 𝑚𝐴, 𝑦=0 otherwise; sample weight = confidence (Much/Clearly/Slightly→3/2/1)
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WorldJen: An End-to-End Multi-Dimensional Benchmark for Generative Video Models
WorldJen is a new benchmark for generative video models that uses VLM-judged multi-dimensional Likert questionnaires validated against human preferences to achieve perfect tier agreement.