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Naively plugging in a powerful LLM text encoder into one-step image generators like MeanFlow fails, but this work shows how to make it work.
Visualizing time series data and calibrating numerical tables unlocks surprisingly robust reasoning in Vision-Language Models, achieving strong generalization across diverse tasks.
