如《中华人民共和国刑法修正案（十一）》大幅提高欺诈发行、信息披露造假等犯罪的刑罚力度；最高人民检察院等六部门联合发布的《关于依法从严打击证券犯罪 共同维护金融市场秩序的意见》明确要求，依法从严从快从重查处财务造假案件，并探索数罪并罚，对“关键少数”及提供配合的第三方中介机构进行全链条追责。
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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