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Human-crafted conference posters are now directly usable as verified supervision for generating new posters, bypassing the limitations of layout-box-only datasets.
Multimodal agents can achieve >90% reasoning latency reduction and comparable task performance by selecting from pre-defined reasoning steps instead of generating them freely.