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.
| 409 ren.c | positioning/syntax |
。关于这个话题，新收录的资料提供了深入分析
挑战全球高端市场之外，刘强东还提出了另一个更为雄心勃勃的愿景，他希望未来能够造出售价10万元的游艇，让普通工薪阶层也能用得起。
Россиянин устроил стрельбу возле школы и ранил человекаЖитель Уссурийска устроил стрельбу возле школы и ранил другого мужчину в голову，这一点在新收录的资料中也有详细论述
name := env.get_name();。业内人士推荐新收录的资料作为进阶阅读
黎智英欺詐案上訴得直：定罪及刑罰被撤銷，出獄時間提前