Visual perception on Relative Reflectance (RR)
44.78AccuracyUnsilencing Latent Reasoning
Evaluation results
| Method | Links | |
|---|---|---|
| Unsilencing Latent ReasoningBackbone=Qwen2.5VL-7B2026.05 | 44.78 | |
| CCoTBackbone=Qwen2.5VL-7B2026.05 | 43.28 | |
| LVRRFBackbone=Qwen2.5VL-7B2026.05 | 42.54 | |
| MonetBackbone=Qwen2.5VL-7B2026.05 | 40.36 | |
| LVRBackbone=Qwen2.5VL-7B2026.05 | 40.3 | |
| VanillaBackbone=Qwen2.5VL-7B2026.05 | 38.9 | |
| CoVTBackbone=Qwen2.5VL-7B2026.05 | 38.81 | |
| Unsilencing Latent ReasoningBackbone=Qwen2.5VL-3B2026.05 | 38.06 | |
| ICoTBackbone=Qwen2.5VL-7B2026.05 | 37.31 | |
| LVRRFBackbone=Qwen2.5VL-3B2026.05 | 37.31 | |
| MCoTBackbone=Qwen2.5VL-3B2026.05 | 36.57 | |
| MCoTBackbone=Qwen2.5VL-7B2026.05 | 35.82 | |
| ICoTBackbone=Qwen2.5VL-3B2026.05 | 35.82 | |
| LVRBackbone=Qwen2.5VL-3B2026.05 | 35.82 | |
| DMLRBackbone=Qwen2.5VL-7B2026.05 | 34.33 | |
| DMLRBackbone=Qwen2.5VL-3B2026.05 | 33.58 | |
| VanillaBackbone=Qwen2.5VL-3B2026.05 | 32.84 | |
| CCoTBackbone=Qwen2.5VL-3B2026.05 | 27.61 |