Happy to share that the work is now accepted to #ICLR2025 this year😀! Thanks to all collaborators for their hard efforts. We proposed a multi-discipline, mult-faceted evaluation benchmark for video-language models, covering disciplines including health, science, business, games, etc. The dataset can be downloaded fromand the evaluation code is available atWe will also host it as a challenge at CVPR2025's 4th Workshop on Computer Vision in the Wild. Try it on your VLMs!