Generation on UniICL-Bench
86.5PerceptionUniICL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UniICLStat.=Z.s.2026.03 | 86.5 | 78.8 | 62.2 | 62.2 | 68 | 22.7 | 63.4 | |
| UniICLStat.=Pk.2026.03 | 86.5 | 79.3 | 78.8 | 62.2 | 74.1 | 60.9 | 69.6 | |
| Ovis-U1Stat.=Z.s.2026.03 | 85.7 | 68.9 | 60.3 | 58.2 | 57.3 | 86.4 | 69.5 | |
| Ovis-U1Stat.=Pk.2026.03 | 85.7 | 68.9 | 62.9 | 58.2 | 57.3 | 86.4 | 69.5 | |
| BAGELStat.=Z.s.2026.03 | 84.4 | 77 | 60.5 | 53.8 | 65.3 | 8.1 | 58.2 | |
| BAGELStat.=Pk.2026.03 | 84.4 | 77 | 72.4 | 53.8 | 65.3 | 45.3 | 60.5 | |
| UniWorld-V1Stat.=Z.s.2026.03 | 83.5 | 71.4 | 61.9 | 53.1 | 58.6 | 14.7 | 57.2 | |
| UniWorld-V1Stat.=Pk.2026.03 | 83.5 | 76.2 | 61.9 | 53.1 | 58.6 | 51.1 | 57.2 | |
| Nexus-Gen-V2Stat.=Z.s.2026.03 | 76.4 | 57.1 | 55.3 | 52.5 | 67.1 | 68.5 | 62.8 | |
| Nexus-Gen-V2Stat.=Pk.2026.03 | 76.4 | 60.8 | 55.3 | 52.5 | 67.1 | 78.7 | 62.8 | |
| Nexus-Gen-V2Stat.=Eff.2026.03 | -9.6 | 0.9 | -7.2 | — | -11.6 | 8.9 | -1.8 | |
| UniICLStat.=Eff.2026.03 | -14.1 | -0.2 | 11.5 | — | -1.7 | 28 | 4.9 | |
| Ovis-U1Stat.=Eff.2026.03 | -18.1 | -0.4 | -7 | — | -4.4 | -7.9 | -5.5 | |
| BAGELStat.=Eff.2026.03 | -20.3 | -6.6 | 10.8 | — | -15.4 | 26.1 | -0.3 | |
| UniWorld-V1Stat.=Eff.2026.03 | -25.3 | 2.8 | -12.3 | — | -12.1 | 24.3 | -3.8 |