Multi-modal Large Language Model Evaluation on MME
709.9MME Hall Total ScoreLaSCD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LaSCDBackbone=GLM-4V2026.05 | 709.9 | 200 | 178.3 | 153.3 | 178.3 | 1,692.02 | 496.78 | |
| RegularBackbone=GLM-4V2026.05 | 703.3 | 200 | 168.3 | 156.7 | 178.3 | 1,680.89 | 479.64 | |
| MemVRBackbone=GLM-4V2026.05 | 703.3 | 200 | 173.3 | 151.7 | 178.3 | 1,683.03 | 487.14 | |
| AIRBackbone=GLM-4V2026.05 | 703.3 | 200 | 173.3 | 151.7 | 178.3 | 1,681.89 | 479.64 | |
| VCDBackbone=GLM-4V2026.05 | 675 | 200 | 166.7 | 138.3 | 170 | 1,624.1 | 481.43 | |
| LaSCDBackbone=LLaVA-1.52026.05 | 670 | 190 | 160 | 145 | 175 | 1,525.92 | 341.78 | |
| DMASBackbone=LLaVA-1.52026.05 | 659.9 | 195 | 158.3 | 133.3 | 173.3 | — | — | |
| VCDBackbone=LLaVA-1.52026.05 | 648.3 | 190 | 155 | 133.3 | 170 | 1,515.01 | 337.86 | |
| MemVRBackbone=LLaVA-1.52026.05 | 648.3 | 190 | 155 | 133.3 | 170 | 1,512.8 | 335.71 | |
| RegularBackbone=LLaVA-1.52026.05 | 643.3 | 190 | 155 | 128.3 | 170 | 1,508.97 | 335.71 | |
| AIRBackbone=LLaVA-1.52026.05 | 638.3 | 190 | 155 | 123.3 | 170 | 1,504.17 | 372.5 | |
| AIRBackbone=Qwen-VL2026.05 | 636.7 | 185 | 145 | 126.7 | 180 | 1,476.87 | 352.14 | |
| DMASBackbone=Qwen-VL2026.05 | 633.3 | 170 | 145 | 133.3 | 185.5 | — | — | |
| ICDBackbone=GLM-4V2026.05 | 628.3 | 200 | 151.7 | 113.3 | 163.3 | 1,566.09 | 508.21 | |
| LaSCDBackbone=Qwen-VL2026.05 | 621.6 | 180 | 135 | 141.6 | 165 | 1,513.79 | 357.14 | |
| VCDBackbone=Qwen-VL2026.05 | 620 | 175 | 125 | 145 | 175 | 1,403.17 | 317.89 | |
| DeCoBackbone=Qwen-VL2026.05 | 613.3 | 180 | 125 | 133.3 | 175 | 1,489.53 | 356.21 | |
| DeCoBackbone=GLM-4V2026.05 | 610.5 | 200 | 160 | 105.5 | 145 | 1,505.86 | 443.57 | |
| OPERABackbone=LLaVA-1.52026.05 | 610 | 195 | 128.3 | 121.7 | 165 | 1,473.62 | 310.71 | |
| MemVRBackbone=Qwen-VL2026.05 | 610 | 180 | 130 | 130 | 170 | 1,473.45 | 347.5 | |
| DeCoBackbone=LLaVA-1.52026.05 | 608.3 | 190 | 135 | 118.3 | 165 | 1,419.98 | 304.64 | |
| RegularBackbone=Qwen-VL2026.05 | 600 | 180 | 125 | 130 | 165 | 1,442.79 | 342.14 | |
| ICDBackbone=Qwen-VL2026.05 | 591.6 | 170 | 123.3 | 138.3 | 160 | 1,472.06 | 351.69 | |
| ICDBackbone=LLaVA-1.52026.05 | 583.3 | 185 | 130 | 121.7 | 146.7 | 1,306.91 | 287.86 |