Multi-concept Customization on CIFC (test)
89.5IMS ScoreFL2T
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FL2TScenario=V7, Proxy Guidance=true2026.01 | 89.5 | 98.4 | |
| FL2TScenario=V1, Proxy Guidance=true2026.01 | 87.7 | 71.8 | |
| CIDMScenario=V1, Proxy Guidance=false2026.01 | 84.7 | 82.2 | |
| FL2TScenario=V5, Proxy Guidance=true2026.01 | 81.1 | 77.7 | |
| CIDMScenario=V7, Proxy Guidance=false2026.01 | 80.8 | 119 | |
| CIDMScenario=V5, Proxy Guidance=false2026.01 | 78.9 | 93.2 | |
| FL2TScenario=V3, Proxy Guidance=true2026.01 | 75.6 | 145.4 | |
| FL2TScenario=V2, Proxy Guidance=true2026.01 | 75.1 | 169.3 | |
| CIDMScenario=V2, Proxy Guidance=false2026.01 | 74.5 | 166.1 | |
| FL2TScenario=V4, Proxy Guidance=true2026.01 | 71.3 | 202.5 | |
| FL2TScenario=Avg., Proxy Guidance=true2026.01 | 71.3 | 198 | |
| CIDMScenario=V9, Proxy Guidance=false2026.01 | 70 | 195.6 | |
| FL2TScenario=V9, Proxy Guidance=true2026.01 | 69.8 | 189.9 | |
| CIDMScenario=Avg., Proxy Guidance=false2026.01 | 67.7 | 206 | |
| CIDMScenario=V3, Proxy Guidance=false2026.01 | 66.7 | 156.7 | |
| CIDMScenario=V4, Proxy Guidance=false2026.01 | 65.1 | 211.9 | |
| FL2TScenario=V10, Proxy Guidance=true2026.01 | 58.6 | 316.4 | |
| FL2TScenario=V6, Proxy Guidance=true2026.01 | 55.8 | 355.2 | |
| CIDMScenario=V6, Proxy Guidance=false2026.01 | 53.6 | 348.4 | |
| CIDMScenario=V10, Proxy Guidance=false2026.01 | 53.3 | 341.5 | |
| CIDMScenario=V8, Proxy Guidance=false2026.01 | 49.7 | 345.6 | |
| FL2TScenario=V8, Proxy Guidance=true2026.01 | 48.3 | 353.4 |