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UFO is proposed, the first unified framework for omni-condition alignment simultaneous evaluation and UFO-Bench is presented, a dedicated benchmark designed to holistically evaluate the performance of existing customization models under the diverse mutual interactions of textual and visual conditions.
Achieving intended outcomes in video generation while maintaining semantic relevance is more challenging than previously thought, with current models falling short.
Achieve more human-like empathy in multimodal response generation by explicitly modeling the hierarchical progression of emotion perception and iteratively refining responses to eliminate emotional biases.
