Multimodal Understanding on MME (full)
2,457.1Overall ScoreChainMPQ
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ChainMPQBase Model=InternVL3-8B2025.10 | 2,457.1 | 35.1 | 1,771.4 | 23 | 685.7 | 12.1 | — | |
| InternVL3-8B2025.10 | 2,422 | — | 1,748.4 | — | 673.6 | — | — | |
| ChainMPQBase Model=Qwen2.5-VL-7B2025.10 | 2,350.8 | 38.7 | 1,719.2 | 21.1 | 631.5 | 17.6 | — | |
| Qwen2.5-VL-7B2025.10 | 2,312.1 | — | 1,698.1 | — | 613.9 | — | — | |
| ChainMPQBase Model=LLaVA-v1.5-7B2025.10 | 1,898.3 | 89.9 | 1,545.6 | 39.4 | 352.7 | 50.6 | — | |
| LLaVA-v1.5-7B2025.10 | 1,808.4 | — | 1,506.2 | — | 302.1 | — | — | |
| ChainMPQBase Model=InstructBLIP-7B2025.10 | 1,484.6 | 87.2 | 1,176 | 38.9 | 308.6 | 54.3 | — | |
| InstructBLIP-7B2025.10 | 1,391.4 | — | 1,137.1 | — | 254.3 | — | — | |
| LBRBackbone=LLaVA-1.5-7B2026.05 | — | — | — | — | — | — | 1,525 | |
| LBRBackbone=LLaVA-1.5-13B2026.05 | — | — | — | — | — | — | 1,527 | |
| LBRBackbone=LLaVA-NEXT-3B2026.05 | — | — | — | — | — | — | 1,424 | |
| LLaVA-1.5-13BBackbone=LLaVA-1.5-13B2026.05 | — | — | — | — | — | — | 1,525 | |
| LLaVA-1.5-7BBackbone=LLaVA-1.5-7B2026.05 | — | — | — | — | — | — | 1,490 | |
| LLaVA-NEXT-3BBackbone=LLaVA-NEXT-3B2026.05 | — | — | — | — | — | — | 1,420 |