Visual Reasoning on VisualPuzzles
75.25Overall ScoreProLaViT + L_div^margin
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ProLaViT + L_div^marginReasoning Paradigm=Progressive Latent Visual Thought, Reasoning Space=Latent2026.07 | 75.25 | — | — | — | — | — | |
| ProLaViT (Full)Reasoning Paradigm=Progressive Latent Visual Thought, Reasoning Space=Latent, Training Strategy=Distance-Weighted Diversity Loss2026.07 | 74.25 | — | — | — | — | — | |
| ProLaViT (Base)Reasoning Paradigm=Progressive Latent Visual Thought, Reasoning Space=Latent2026.07 | 74 | — | — | — | — | — | |
| One-step Latent Pred.Reasoning Paradigm=Latent-Space Reasoning, Reasoning Space=Latent2026.07 | 72 | — | — | — | — | — | |
| CoT SFTReasoning Paradigm=Text-Space Reasoning, Reasoning Space=Text2026.07 | 69.75 | — | — | — | — | — | |
| SFTReasoning Paradigm=Text-Space Reasoning, Reasoning Space=Text2026.07 | 67.5 | — | — | — | — | — | |
| CoVTReasoning Paradigm=Latent-Space Reasoning, Reasoning Space=Latent2026.07 | 35.75 | — | — | — | — | — | |
| LVRReasoning Paradigm=Latent-Space Reasoning, Reasoning Space=Latent2026.07 | 35 | — | — | — | — | — | |
| Qwen2.5-VL-InstructReasoning Paradigm=Base Model, Reasoning Space=N/A2026.07 | 34.75 | — | — | — | — | — | |
| SLVR2026.05 | 34.2 | 37.4 | 28 | 45.5 | 26.3 | 33.6 | |
| LVR2026.05 | 29.4 | 31.3 | 25.6 | 40.5 | 24.4 | 26.2 | |
| Qwen2.5-VL2026.05 | 29.2 | 35.9 | 26.1 | 35.5 | 28.7 | 21.3 |