Knowledge Adaptation on EVOKE
4.89CEMLLaVA-v1.5 (7B)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLaVA-v1.5 (7B)Params=—2025.10 | 4.89 | 9.34 | 7.12 | |
| O-LoRAParams=340M2025.10 | 6.44 | 12.08 | 9.26 | |
| MoELoRAParams=340M2025.10 | 6.45 | 12.2 | 9.33 | |
| ReplayParams=340M2025.10 | 11.36 | 17.98 | 14.67 | |
| CIAParams=340M2025.10 | 14.5 | 20.27 | 17.39 | |
| LwFParams=340M2025.10 | 14.58 | 19.99 | 17.29 | |
| LoRAParams=340M2025.10 | 15.23 | 18.31 | 16.77 | |
| EWCParams=340M2025.10 | 15.49 | 19.42 | 17.46 | |
| SEFEParams=340M2025.10 | 16.22 | 24.12 | 20.17 | |
| Full-FTParams=6,759M2025.10 | 18.02 | 15.17 | 16.6 | |
| KOREParams=340M, rank=2352025.10 | 30.65 | 41.26 | 35.96 | |
| KOREParams=369M, rank=2562025.10 | 31.05 | 41.32 | 36.19 |