SOPHIA

SOPHIA: Enhancing Slow‑Thinking in Large Vision‑Language Models

SOPHIA mixes on-policy visual grounding with off-policy reasoning chains and backward reward propagation, adding 8.5 points of average accuracy to InternVL3.0-38B.