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.
（本报记者邓建胜、王伟健、姚雪青、白光迪）
。新收录的资料是该领域的重要参考
Select option 3.。新收录的资料是该领域的重要参考
After briefly announcing its new foldable at CES, Motorola is now ready to debut its first book-style foldable in full at MWC 2026. There are several features we already knew, including support for Motorola’s new Pen Ultra stylus and no fewer than five cameras. However, many specs were still unknown. There are some pleasant surprises.，详情可参考新收录的资料