Multimodal Understanding on MME (Perception and Cognition Sub-scores)
1,613.03Perception Total ScoreRC-DPO
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| RC-DPOBase Model=MM-Eureka2026.05 | 1,613.03 | 153.33 | 185 | 150.5 | 192.5 | 718.93 | 156.43 | 200 | 185 | 177.5 | |
| SIDBase Model=MM-Eureka2026.05 | 1,596.38 | 135 | 175 | 146.5 | 175 | 705 | 150 | 192.5 | 177.5 | 185 | |
| VCDBase Model=MM-Eureka2026.05 | 1,596.14 | 131.67 | 165 | 148 | 162.5 | 715.36 | 152.86 | 200 | 177.5 | 185 | |
| VanillaBase Model=MM-Eureka2026.05 | 1,595.77 | 141.67 | 180 | 145 | 170 | 706.79 | 144.29 | 192.5 | 185 | 185 | |
| OPA-DPOBase Model=MM-Eureka2026.05 | 1,557.08 | 141.67 | 180 | 147.5 | 147.5 | 702.86 | 147.86 | 185 | 192.5 | 177.5 | |
| RLAIF-VBase Model=MM-Eureka2026.05 | 1,539.52 | 151.67 | 185 | 139.75 | 170 | 708.93 | 161.43 | 200 | 170 | 177.5 |