Accuracy Evaluation on Standard CL Benchmark (Order Specific)

0.811Avg Final AccSPAT-LoRA

Evaluation Results

Method
SPAT-LoRA2025.12	0.811	0.829	0.818	0.787
Multi-Task2025.12	0.809	—	—	—
PS-LoRA2025.11	0.808	0.809	0.812	0.804
SLAO2025.12	0.804	0.801	0.808	0.804
MagMax2025.12	0.803	0.801	0.806	0.803
MTL2025.11	0.8	0.8	0.8	0.8
MTL2026.05	0.8	0.8	0.8	0.8
InfLoRA2025.12	0.796	0.784	0.804	0.799
PS-LoRA2025.11	0.796	0.8	0.791	0.796
CorDA2025.12	0.792	0.784	0.793	0.8
Muon-OGD2026.05	0.789	0.789	0.794	0.783
JUMPLORA + ELLA2026.04	0.7885	0.7884	0.7905	0.7867
ELLA2026.04	0.7823	0.7809	0.7837	0.7823
MoCL2025.11	0.782	0.784	0.777	0.784
Slow Surprise Replay2025.11	0.781	0.788	0.785	0.769
AM-LoRA2025.11	0.78	0.781	0.798	0.762
MIGU2025.11	0.779	0.777	0.771	0.789
Slow Reservoir Replay2025.11	0.778	0.78	0.78	0.773
MoRA2025.11	0.776	0.774	0.775	0.779
Surprise Replay2025.11	0.772	0.77	0.781	0.764
O-LoRA2025.12	0.772	0.761	0.763	0.792
IncLoRA2025.12	0.77	0.753	0.773	0.783
LoRM-BA2025.12	0.77	0.76	0.768	0.783
Reservoir Replay2025.11	0.769	0.768	0.777	0.765
LB-CL2025.11	0.767	0.769	0.765	0.768
MIGU2025.11	0.764	0.772	0.767	0.754
EWC-LoRA2026.02	0.7639	0.7801	0.7685	0.743
ProgPrompt2025.11	0.761	0.761	0.76	0.763
SeqLoRA2025.12	0.76	0.733	0.762	0.784
LoRM-AB2025.12	0.76	0.775	0.747	0.759
O-LoRA2025.11	0.76	0.768	0.757	0.757
SD-LoRA2025.11	0.76	0.766	0.745	0.768
MoCL2025.11	0.759	0.756	0.754	0.767
OSFT2026.05	0.759	0.753	0.74	0.784
O-LoRA2026.05	0.758	0.754	0.757	0.763
O-LoRA2025.11	0.754	0.749	0.753	0.759
IncLoRA2025.11	0.751	0.759	0.726	0.768
ProgPrompt2026.05	0.751	0.752	0.75	0.751
O-LoRA2026.02	0.7501	0.7569	0.7492	0.744
SeqLoRA2025.11	0.748	0.734	0.756	0.755
O-LoRA2025.11	0.746	0.749	0.734	0.756
LFPT52026.05	0.727	0.676	0.726	0.779
JUMPLORA + IncLoRA2026.04	0.716	0.7076	0.6926	0.7478
PerTaskFT2025.11	0.7	0.7	0.7	0.7
PerTaskFT2026.05	0.7	0.7	0.7	0.7
LoRA-LEGO2025.12	0.684	0.683	0.66	0.709
KnOTS2025.12	0.682	0.679	0.659	0.708
IncLoRA2025.11	0.678	0.686	0.597	0.75
IncLoRA2026.05	0.664	0.66	0.649	0.683
EWC-LoRA2026.02	0.6308	0.6117	0.6047	0.6761
IncLoRA2026.04	0.626	0.5925	0.5869	0.6986
SD-LoRA2025.11	0.615	0.677	0.559	0.609
L2P2025.11	0.607	0.603	0.617	0.611
L2P2026.05	0.607	0.603	0.617	0.611
TreeLoRA2026.02	0.603	0.5854	0.5696	0.6542
OPCM2025.12	0.602	0.619	0.62	0.567
O-LoRA2026.02	0.6001	0.5696	0.5574	0.6732
Replay2026.05	0.578	0.552	0.569	0.613
LwF2025.11	0.523	0.544	0.531	0.496
LwF2026.05	0.523	0.544	0.531	0.496
EWC2025.11	0.503	0.487	0.477	0.545
EWC2026.05	0.503	0.487	0.477	0.545
EWC2025.11	0.479	0.463	0.453	0.521
EWC2026.04	0.479	0.463	0.453	0.521
SeqLoRA2026.05	0.437	0.446	0.327	0.537
SLERP2026.05	0.431	0.405	0.43	0.458
SeqLoRA2025.11	0.393	0.395	0.319	0.466
TIES2026.05	0.371	0.35	0.385	0.378
SeqFT2025.11	0.285	0.189	0.249	0.417
SeqFT2026.05	0.285	0.189	0.249	0.417
SeqLoRA2025.11	0.283	0.257	0.24	0.352