Comprehensive Reasoning on ScienceQA
84.2AccuracyUnsilencing Latent Reasoning
Evaluation results
| Method | Links | |
|---|---|---|
| Unsilencing Latent ReasoningBackbone=Qwen2.5VL-7B2026.05 | 84.2 | |
| MCoTBackbone=Qwen2.5VL-7B2026.05 | 83.9 | |
| CCoTBackbone=Qwen2.5VL-7B2026.05 | 83.8 | |
| CoVTBackbone=Qwen2.5VL-7B2026.05 | 83.8 | |
| DMLRBackbone=Qwen2.5VL-7B2026.05 | 83.4 | |
| LVRRFBackbone=Qwen2.5VL-7B2026.05 | 83.1 | |
| LVRBackbone=Qwen2.5VL-7B2026.05 | 82.8 | |
| VanillaBackbone=Qwen2.5VL-7B2026.05 | 82.3 | |
| MonetBackbone=Qwen2.5VL-7B2026.05 | 78.8 | |
| ICoTBackbone=Qwen2.5VL-7B2026.05 | 78.4 | |
| Unsilencing Latent ReasoningBackbone=Qwen2.5VL-3B2026.05 | 74.3 | |
| MCoTBackbone=Qwen2.5VL-3B2026.05 | 74.1 | |
| CCoTBackbone=Qwen2.5VL-3B2026.05 | 73.9 | |
| DMLRBackbone=Qwen2.5VL-3B2026.05 | 73.8 | |
| LVRRFBackbone=Qwen2.5VL-3B2026.05 | 73.7 | |
| VanillaBackbone=Qwen2.5VL-3B2026.05 | 73.5 | |
| LVRBackbone=Qwen2.5VL-3B2026.05 | 73.2 | |
| ICoTBackbone=Qwen2.5VL-3B2026.05 | 68.9 |