Visual Mathematical Reasoning on MathVista mini (Accuracy)
82.5AccuracyQwen3-VL-32B-Instruct
Evaluation results
| Method | Links | |
|---|---|---|
| Qwen3-VL-32B-InstructContext Window=4K2026.03 | 82.5 | |
| Qwen3-VL-32B-InstructContext Window=32K2026.03 | 81.8 | |
| OpenMMReasoner-7BTraining Stage=Baseline, Model Size=7B2026.06 | 79.5 | |
| RL-Evol + Verifier (full VeriEvol)Training Stage=RL, Model Size=7B, Evolution Strategy=Evolved, Verifier Usage=Yes (HTV-Agent)2026.06 | 79 | |
| RL-EvolTraining Stage=RL, Model Size=7B, Evolution Strategy=Evolved, Verifier Usage=No2026.06 | 78.1 | |
| Qwen3-VL-8B-InstructContext Window=4K2026.03 | 77.1 | |
| RL-OriginTraining Stage=RL, Model Size=7B, Evolution Strategy=None, Verifier Usage=No2026.06 | 77 | |
| VeriEvol-SFT (VeriEvol-SFT-Init)Training Stage=SFT, Model Size=7B, Evolution Strategy=Evolved, Verifier Usage=No2026.06 | 76.6 | |
| Qwen3-VL-8B-InstructContext Window=32K2026.03 | 76.4 | |
| Phi-4-reasoning-vision-15B2026.03 | 75.2 | |
| Seed-only SFTTraining Stage=SFT, Model Size=7B, Evolution Strategy=None, Verifier Usage=No2026.06 | 74.1 | |
| VL-Rethinker-7BTraining Stage=Baseline, Model Size=7B2026.06 | 73.7 | |
| ReVisual-R1-7BTraining Stage=Baseline, Model Size=7B2026.06 | 73.1 | |
| MM-Eureka-Qwen-7BTraining Stage=Baseline, Model Size=7B2026.06 | 72.6 | |
| OVR-7BTraining Stage=Baseline, Model Size=7B2026.06 | 72.1 | |
| MMR1-Math-v0Training Stage=Baseline, Model Size=7B2026.06 | 72 | |
| ThinkLite-VL-7BTraining Stage=Baseline, Model Size=7B2026.06 | 71.6 | |
| WeThink-7BTraining Stage=Baseline, Model Size=7B2026.06 | 70.9 | |
| InternVL3-8BTraining Stage=Baseline, Model Size=8B2026.06 | 70.5 | |
| Qwen2.5-VL-7B-InstructTraining Stage=Baseline, Model Size=7B2026.06 | 69.2 | |
| Phi-4-reasoning-vision-15BProtocol=force nothink2026.03 | 68.7 | |
| VLAA-Thinker-7BTraining Stage=Baseline, Model Size=7B2026.06 | 68 | |
| Kimi-VL-A3B-Instruct2026.03 | 67.1 | |
| OpenVLThinker-7BTraining Stage=Baseline, Model Size=7B2026.06 | 65.3 | |
| gemma-3-12b-it2026.03 | 57.4 | |
| Phi-4-mm-instruct2026.03 | 50.5 |