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This work introduces OmniVBench and the Omni-R2V Dataset, bringing industrial-grade training resources for diverse R2V tasks to the broader research community, and introduces factor-grounded evaluation, assessing whether intended reference factors are faithfully preserved, correctly disentangled and bound to their targets, and properly realized according to the instruction.
