Comprehensive Reasoning on MM-Star (Accuracy)
62AccuracyCoVT
Evaluation results
| Method | Links | |
|---|---|---|
| CoVTBackbone=Qwen2.5VL-7B2026.05 | 62 | |
| LVRRFBackbone=Qwen2.5VL-7B2026.05 | 61.8 | |
| Unsilencing Latent ReasoningBackbone=Qwen2.5VL-7B2026.05 | 61.8 | |
| ICoTBackbone=Qwen2.5VL-7B2026.05 | 60.4 | |
| LVRBackbone=Qwen2.5VL-7B2026.05 | 60.4 | |
| DMLRBackbone=Qwen2.5VL-7B2026.05 | 60.1 | |
| VanillaBackbone=Qwen2.5VL-7B2026.05 | 59.3 | |
| CCoTBackbone=Qwen2.5VL-7B2026.05 | 58.7 | |
| MCoTBackbone=Qwen2.5VL-7B2026.05 | 57.9 | |
| MonetBackbone=Qwen2.5VL-7B2026.05 | 55.5 | |
| Unsilencing Latent ReasoningBackbone=Qwen2.5VL-3B2026.05 | 52.4 | |
| LVRRFBackbone=Qwen2.5VL-3B2026.05 | 51.5 | |
| LVRBackbone=Qwen2.5VL-3B2026.05 | 51.4 | |
| DMLRBackbone=Qwen2.5VL-3B2026.05 | 51.2 | |
| VanillaBackbone=Qwen2.5VL-3B2026.05 | 50.2 | |
| ICoTBackbone=Qwen2.5VL-3B2026.05 | 49.6 | |
| CCoTBackbone=Qwen2.5VL-3B2026.05 | 49.3 | |
| MCoTBackbone=Qwen2.5VL-3B2026.05 | 48.5 |