Visual mathematical reasoning on MathVision mini
60.5AccuracyQwen3-VL-32B-Instruct
Evaluation results
| Method | Links | |
|---|---|---|
| Qwen3-VL-32B-InstructContext Window=32K2026.03 | 60.5 | |
| Qwen3-VL-32B-InstructContext Window=4K2026.03 | 54.3 | |
| Qwen3-VL-8B-InstructContext Window=32K2026.03 | 50 | |
| ReVisual-R1-7BTraining Stage=Baseline, Model Size=7B2026.06 | 48.8 | |
| RL-Evol + Verifier (full VeriEvol)Training Stage=RL, Model Size=7B, Evolution Strategy=Evolved, Verifier Usage=Yes (HTV-Agent)2026.06 | 47.37 | |
| Qwen3-VL-8B-InstructContext Window=4K2026.03 | 45.7 | |
| RL-EvolTraining Stage=RL, Model Size=7B, Evolution Strategy=Evolved, Verifier Usage=No2026.06 | 45.39 | |
| OpenMMReasoner-7BTraining Stage=Baseline, Model Size=7B2026.06 | 43.6 | |
| RL-OriginTraining Stage=RL, Model Size=7B, Evolution Strategy=None, Verifier Usage=No2026.06 | 41.45 | |
| VeriEvol-SFT (VeriEvol-SFT-Init)Training Stage=SFT, Model Size=7B, Evolution Strategy=Evolved, Verifier Usage=No2026.06 | 39.8 | |
| OVR-7BTraining Stage=Baseline, Model Size=7B2026.06 | 38.2 | |
| Phi-4-reasoning-vision-15B2026.03 | 36.2 | |
| Seed-only SFTTraining Stage=SFT, Model Size=7B, Evolution Strategy=None, Verifier Usage=No2026.06 | 36.16 | |
| Phi-4-reasoning-vision-15BProtocol=force nothink2026.03 | 34.2 | |
| MM-Eureka-Qwen-7BTraining Stage=Baseline, Model Size=7B2026.06 | 32.1 | |
| gemma-3-12b-it2026.03 | 31.9 | |
| MMR1-Math-v0Training Stage=Baseline, Model Size=7B2026.06 | 29 | |
| InternVL3-8BTraining Stage=Baseline, Model Size=8B2026.06 | 28.6 | |
| VL-Rethinker-7BTraining Stage=Baseline, Model Size=7B2026.06 | 28.4 | |
| Kimi-VL-A3B-Instruct2026.03 | 28.3 | |
| WeThink-7BTraining Stage=Baseline, Model Size=7B2026.06 | 27.2 | |
| OpenVLThinker-7BTraining Stage=Baseline, Model Size=7B2026.06 | 26.9 | |
| VLAA-Thinker-7BTraining Stage=Baseline, Model Size=7B2026.06 | 26.4 | |
| ThinkLite-VL-7BTraining Stage=Baseline, Model Size=7B2026.06 | 24.6 | |
| Qwen2.5-VL-7B-InstructTraining Stage=Baseline, Model Size=7B2026.06 | 21.8 | |
| Phi-4-mm-instruct2026.03 | 20 |