RubiCap: Rubric-Guided Reinforcement Learning for Dense Image Captioning
Remarkably, using a compact RubiCap-3B as a captioner produces stronger pretrained VLMs than those trained on captions from proprietary models, outperforming supervised distillation, prior RL methods, human-expert annotations, and GPT-4V-augmented outputs.