🌟 ReVisual-R1 (7B) — Open-Source Multimodal ReasonerOne cold-start, two RL stages, endless reasoning power.
SOTA on 9 tough benchmarks covering visual–math + text reasoning.
Three-Stage SRO Training
Text Cold-Start — seed deep reflection
Multimodal RL — align vision & logic
Text RL — polish fluency & brevity
PAD (Prioritized Advantage Distillation) keeps gradients alive.
Efficient-Length Reward = concise, self-reflective CoT.
📚… See the full description on the dataset page: https://huggingface.co/datasets/csfufu/mmrl.
