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Preprint Aug 2026

Open Evaluation Agent: Efficient and Promptable Evaluation of Visual Generative Models

The Evaluation Agent framework is proposed, which employs human-like strategies for efficient, dynamic, multi-round evaluations, offering detailed, user-tailored analyses and is efficient, promptable, explainable, and scalable across models and tools.

Shu-Lin Tian, Zi-Qi Huang, Fan Zhang et al. · 2 citations
#artificial intelligence Preprint Aug 2026

PAWBench: How Far Are We from Probabilistically Aligned World Modeling?

This work formalizes probabilistic alignment as a distributional criterion for world models and introduces PAWBench, a benchmark for evaluating video generators as stochastic samplers of world dynamics, and introduces PAWEval, an outcome-level protocol that converts repeated video rollouts into empirical distributions...

Yuandong Pu, Le Zhuo, Sayak Paul et al. · 0 citations

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