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Synthetic text-rich images expand coverage of long-tail visual formats that are underrepresented in real data but disproportionately impact reasoning accuracy, improving not only visual grounding but also downstream reasoning by ensuring that failures are less often caused by perceptual errors. We found that programmatically generated synthetic data is a useful augmentation to high-quality real datasets — not a replacement, but a scalable mechanism for strengthening both perception and reasoning that complements the training objectives in compact multimodal models such as Phi-4-reasoning-vision-15B.。新收录的资料是该领域的重要参考
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针对有传言称周浩将直接领导林俊旸及其相关团队，报道称「包括周浩的接任职位，汇报线，尚在讨论中。」
The 11-inch iPad Air starts at the same $599 price as the previous model with an M3 processor, while the 13-inch starts at $799. Apple is opening preorders for the iPad Air with M4 and the iPhone 17e on March 4, with general availability on March 11. ，这一点在新收录的资料中也有详细论述