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Visual-OPSD achieves a remarkable 14.3x speedup while boosting accuracy by over 3 percentage points, revealing the untapped potential of reasoning in visual thought generation.
Even the best multimodal models struggle to understand dynamic charts, achieving only 84.5% accuracy on the new ChartAct benchmark that requires interaction to reveal key information.