#trufflehog-community
Adding penalties or preferences for certain roads.，详情可参考新收录的资料
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.，详情可参考新收录的资料
[&:first-child]:overflow-hidden [&:first-child]:max-h-full"。新收录的资料是该领域的重要参考