Multimodal Reasoning on MMVP
76AccuracyQwen2.5-VL-VIF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Qwen2.5-VL-VIFParams=7B, Base model=Qwen-2.5-VL2026.05 | 76 | — | — | |
| Unsilencing Latent ReasoningBackbone=VLAA Thinking-7B2026.05 | 73.67 | — | — | |
| Qwen2.5-VL-SFTParams=7B, Base model=Qwen-2.5-VL2026.05 | 73 | — | — | |
| DMLRBackbone=R1 OneVision-7B2026.05 | 71.9 | — | — | |
| Unsilencing Latent ReasoningBackbone=R1 OneVision-7B2026.05 | 71 | — | — | |
| Qwen2.5-VLParams=7B, Base model=Qwen-2.5-VL2026.05 | 70.33 | — | — | |
| ICoTBackbone=R1 OneVision-7B2026.05 | 69.6 | — | — | |
| DMLRBackbone=VLAA Thinking-7B2026.05 | 69.4 | — | — | |
| CCoTBackbone=R1 OneVision-7B2026.05 | 68.9 | — | — | |
| VanillaBackbone=VLAA Thinking-7B2026.05 | 68.3 | — | — | |
| ICoTBackbone=VLAA Thinking-7B2026.05 | 68.3 | — | — | |
| CCoTBackbone=VLAA Thinking-7B2026.05 | 68 | — | — | |
| MCoTBackbone=R1 OneVision-7B2026.05 | 68 | — | — | |
| MCoTBackbone=VLAA Thinking-7B2026.05 | 67.2 | — | — | |
| VanillaBackbone=R1 OneVision-7B2026.05 | 67 | — | — | |
| LLaVA-1.5-VIFParams=13B, Base model=LLaVA-1.52026.05 | 66.67 | — | — | |
| LLaVA-1.5-SFTParams=13B, Base model=LLaVA-1.52026.05 | 65 | — | — | |
| LLaVA-1.5Params=13B, Base model=LLaVA-1.52026.05 | 63.33 | — | — | |
| LLaVA-1.5-VIFParams=7B, Base model=LLaVA-1.52026.05 | 53.33 | — | — | |
| Cambrian-1Params=8B2026.05 | 51.3 | — | — | |
| GPT-4V-1106Params=-2026.05 | 50 | — | — | |
| LLaVA-1.5-SFTParams=7B, Base model=LLaVA-1.52026.05 | 47.33 | — | — | |
| ThinkLite-VL (+ Ours)Model=ThinkLite-VL, Method=Self-Reflection2025.12 | 39.7 | 1.7 | — | |
| RossParams=7B2026.05 | 39.3 | — | — | |
| ThinkLite-VL (Vanilla)Model=ThinkLite-VL, Method=Vanilla2025.12 | 35 | 8.4 | — | |
| LLaVA-1.5Params=7B, Base model=LLaVA-1.52026.05 | 24.7 | — | — | |
| DAM-3Bmask=12025.10 | — | — | 60.7 | |
| GAR-8Bmask=12025.10 | — | — | 78 | |
| GAR-8Bmask=1, Training Data=w/ 600K General Data2025.10 | — | — | 79.7 | |
| PAM-3Bmask=12025.10 | — | — | 4.3 | |
| PerceptionLM-8Bmask=12025.10 | — | — | 76 |