#SVG生成

Rubric-derived rewards offer a template for RL on any open-ended generation task where scalar metrics like CLIP trigger reward hacking, extending beyond SVG to other code-to-visual domains. The method needs no human preference labels, so small teams can replicate it with a VLM judge alone. Practitioners training generative models without ground truth should examine the rubric-design ablations, which the paper identifies as the decisive factor.