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EchoStyle achieves high-quality video stylization without the content leakage and style drift that plague existing methods, even outperforming many proprietary systems.
VLMs reason better when shown visually similar examples with synonymous questions, enabling a new self-training approach that beats state-of-the-art visual reasoning datasets.
