‘Sounds familiar’: how the US-Israeli war in Iran parallels Russia’s invasion of Ukraine

· · 来源:user频道

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首先,Several open-source multimodal language models have adapted their methodologies accordingly, e.g., Gemma3 (opens in new tab) uses pan-and-scan and NVILA (opens in new tab) uses Dynamic S2. However, their trade-offs are difficult to understand across different datasets and hyperparameters. To this end, we conducted an ablation study of several techniques. We trained a smaller 5 billion parameter Phi-4 based proxy model on a dataset of 10 million image-text pairs, primarily composed of computer-use and GUI grounding data. We compared with Dynamic S2, which resizes images to a rectangular resolution that minimizes distortion while admitting a tiling by 384×384 squares; Multi-crop, which splits the image into potentially overlapping 384×384 squares and concatenates their encoded features on the token dimension; Multi-crop with S2, which broadens the receptive field by cropping into 1536×1536 squares before applying S2; and Dynamic resolution using the Naflex variant of SigLIP-2, a natively dynamic-resolution encoder with adjustable patch counts.

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另外值得一提的是,Fraser recalled one moment Buffett’s lesson proved especially helpful: when an activist investor began putting pressure on the bank. At first, she said she had a self-described “very rude response” to the idea of being empathetic toward someone causing her problems. But stepping back and viewing the situation from the investor’s perspective, she said, ultimately led to a breakthrough.

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