trying to search a large repository of code for a particular pattern.
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.，详情可参考搜狗输入法方言语音识别全攻略：22种方言输入无障碍
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Российский рынок легковых автомобилей установил рекорд 2026 года14:51