Continual Learning on X-TAIL
80.9Average ScoreMoRAM
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MoRAM2025.06 | 80.9 | 37.7 | 81.5 | 70.7 | 92.4 | 95 | 86 | 97.6 | 92.6 | 81 | 74.7 | — | — | |
| CoDyRA2025.06 | 79.2 | 37.7 | 81.5 | 65.1 | 89.9 | 91.4 | 85.5 | 96.8 | 93.3 | 77.3 | 73.5 | — | — | |
| RAIL-Primal2025.06 | 79.1 | 41.7 | 94 | 66 | 86.4 | 97.2 | 82.4 | 93.1 | 83.6 | 75 | 71.3 | — | — | |
| MoRAM2025.06 | 72.7 | 44.1 | 81.6 | 64.6 | 79.6 | 83.9 | 84.4 | 66.5 | 89.7 | 68.4 | 64.1 | — | — | |
| CoDyRA2025.06 | 71.3 | 41.4 | 81 | 58.7 | 77.8 | 83.4 | 84.6 | 64.5 | 90.4 | 67.2 | 64.4 | — | — | |
| RAIL-Primal2025.06 | 70.7 | 42.4 | 89.8 | 55.7 | 68.5 | 84 | 83.3 | 65.3 | 85.8 | 67.9 | 64.5 | — | — | |
| MoE-Adapter2025.06 | 70.5 | 43.2 | 78.7 | 57.6 | 32.8 | 79.4 | 86 | 86.7 | 87.8 | 78.2 | 74.2 | — | — | |
| LwF2025.06 | 64 | 25.5 | 72.1 | 38.9 | 55.4 | 65.5 | 87.3 | 81.9 | 88.6 | 63.6 | 61.5 | — | — | |
| iCaRL2025.06 | 64 | 25.5 | 72.1 | 38.9 | 55.4 | 65.5 | 87.3 | 81.9 | 88.6 | 63.6 | 61.5 | — | — | |
| CoDyRAVLM Model=BLIP2024.12 | 63.6 | — | — | — | — | — | — | — | — | — | — | 51.59 | 76.36 | |
| ZSCL2025.06 | 63.4 | 33.1 | 75.3 | 43.5 | 35.2 | 74.6 | 87.4 | 50.4 | 84.2 | 77.3 | 73.4 | — | — | |
| MoRAM2025.06 | 63.3 | — | 74.5 | 38.1 | 46.9 | 65.3 | 82.9 | 45.8 | 88.2 | 65.1 | 62.9 | — | — | |
| CoDyRA2025.06 | 63.2 | — | 74.3 | 36.8 | 44.2 | 69.9 | 83.5 | 42.8 | 88.9 | 64.6 | 63.4 | — | — | |
| MoE-Adapter2025.06 | 63 | 43.6 | 77.9 | 52.1 | 34.7 | 75.9 | 86.3 | 45.2 | 87.4 | 66.6 | 60.2 | — | — | |
| Zero-shotevaluation_mode=Zero-shot2025.06 | 62.4 | — | 76.8 | 37.3 | 36.7 | 63.6 | 84 | 46.7 | 86.7 | 66.1 | 63.7 | — | — | |
| RAIL-Primal2025.06 | 62.4 | — | 76.8 | 37.3 | 36.7 | 63.6 | 84 | 46.7 | 86.7 | 66.1 | 63.7 | — | — | |
| RAIL-PrimalVLM Model=BLIP2024.12 | 62.21 | — | — | — | — | — | — | — | — | — | — | 51.03 | 75.72 | |
| iCaRL2025.06 | 61.7 | — | 71.7 | 35 | 43 | 63.4 | 86.9 | 43.9 | 87.8 | 63.7 | 60 | — | — | |
| iCaRL2025.06 | 61 | 25.4 | 72.1 | 37.5 | 51.6 | 65.1 | 87.1 | 59.1 | 88 | 63.7 | 60.1 | — | — | |
| ZSCL2025.06 | 60 | 36 | 75 | 40.7 | 40.5 | 71 | 85.3 | 46.3 | 83.3 | 60.7 | 61.5 | — | — | |
| ZSCL2025.06 | 59 | — | 73.3 | 32.6 | 36.8 | 62.1 | 83.8 | 42.1 | 83.6 | 56.5 | 60.2 | — | — | |
| WiSE-FT2025.06 | 58 | 21.8 | 76.8 | 42.9 | 20.8 | 77.5 | 84.9 | 30.7 | 76.6 | 75.8 | 72.5 | — | — | |
| MoE-Adapter2025.06 | 56 | — | 71 | 34.9 | 19.2 | 63 | 86.6 | 20 | 87.2 | 63.7 | 58.6 | — | — | |
| WiSE-FT2025.06 | 54.2 | 27.1 | 76.5 | 40.9 | 31.3 | 68.7 | 81.6 | 31.4 | 74.7 | 51.7 | 58.4 | — | — | |
| LwF2025.06 | 53.2 | 24.7 | 79.7 | 38.3 | 36.9 | 63.9 | 81 | 36.5 | 71.9 | 42.7 | 56.7 | — | — | |
| WiSE-FT2025.06 | 52.3 | — | 70.1 | 31.9 | 25.3 | 56.3 | 79.8 | 29.9 | 74.9 | 45.6 | 56.8 | — | — | |
| LwF2025.06 | 47.7 | — | 66.6 | 26.9 | 19.5 | 51 | 78.4 | 26.6 | 68.9 | 35.5 | 56.1 | — | — | |
| Zero-shotVLM Model=BLIP2024.12 | — | — | — | — | — | — | — | — | — | — | — | 51.03 | 46.45 |