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![CyouSakura Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2581575662.png) Yasmine [@CyouSakura](/creator/twitter/CyouSakura) on x 2250 followers
Created: 2025-07-14 15:58:30 UTC

We are excited to introduce Open Vision Reasoner (OVR) 🚀 — transferring linguistic cognitive behavior to unlock advanced visual reasoning!

💡 Two-stage recipe
• Massive linguistic cold-start on Qwen-2.5-VL-7B sparks “mental imagery”
• ~1 k-step multimodal RL refines & scales useful patterns

🔍 Insights
• Behavior transfer starts surprisingly early
• Cold-start memorizes, RL selects & amplifies
• Transfer favors high-utility skills like visual reflection

🎯 SOTA scores
MathVision XXXX % MathVerse XXXX %

🛠️ Code & data dropping soon – stay tuned

🔗 Paper:
🌐 Project:
🐙 Code:

![](https://pbs.twimg.com/media/Gv1F8d4b0AA7tJn.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1944788604120953105/c:line.svg)

**Related Topics**
[ovr](/topic/ovr)

[Post Link](https://x.com/CyouSakura/status/1944788604120953105)