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.
result := apply(double, 5);
Нечем дышать.Как кислород влияет на агрессивность раковых опухолей23 июля 2021，更多细节参见新收录的资料
11:50, 7 марта 2026Россия。新收录的资料对此有专业解读
Joshua Pharo, Kenrex。关于这个话题，新收录的资料提供了深入分析
The same is true for research papers.