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Introduces CoVEBench, a new benchmark for evaluating compositional video editing capabilities, addressing limitations in handling complex multi-step instructions. The benchmark includes 416 videos, 626 instructions, and 9,990 checklist items, revealing that current models struggle with compositional editing tasks.