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Accuracy Evaluation on Standard CL Benchmark (Order Specific)

0.811Avg Final Acc

SPAT-LoRA

Updated 22d ago

Evaluation Results

Method
SPAT-LoRA 2025.12	0.811	0.829	0.818	0.787
Multi-Task 2025.12	0.809	-	-	-
PS-LoRA 2025.11	0.808	0.809	0.812	0.804
SLAO 2025.12	0.804	0.801	0.808	0.804
MagMax 2025.12	0.803	0.801	0.806	0.803
MTL 2025.11	0.8	0.8	0.8	0.8
MTL 2026.05	0.8	0.8	0.8	0.8
InfLoRA 2025.12	0.796	0.784	0.804	0.799
PS-LoRA 2025.11	0.796	0.8	0.791	0.796
CorDA 2025.12	0.792	0.784	0.793	0.8
Muon-OGD 2026.05	0.789	0.789	0.794	0.783
JUMPLORA + ELLA 2026.04	0.7885	0.7884	0.7905	0.7867
ELLA 2026.04	0.7823	0.7809	0.7837	0.7823
MoCL 2025.11	0.782	0.784	0.777	0.784
Slow Surprise Replay 2025.11	0.781	0.788	0.785	0.769
AM-LoRA 2025.11	0.78	0.781	0.798	0.762
MIGU 2025.11	0.779	0.777	0.771	0.789
Slow Reservoir Replay 2025.11	0.778	0.78	0.78	0.773
MoRA 2025.11	0.776	0.774	0.775	0.779
Surprise Replay 2025.11	0.772	0.77	0.781	0.764
O-LoRA 2025.12	0.772	0.761	0.763	0.792
IncLoRA 2025.12	0.77	0.753	0.773	0.783
LoRM-BA 2025.12	0.77	0.76	0.768	0.783
Reservoir Replay 2025.11	0.769	0.768	0.777	0.765
LB-CL 2025.11	0.767	0.769	0.765	0.768
MIGU 2025.11	0.764	0.772	0.767	0.754
EWC-LoRA 2026.02	0.7639	0.7801	0.7685	0.743
ProgPrompt 2025.11	0.761	0.761	0.76	0.763
SeqLoRA 2025.12	0.76	0.733	0.762	0.784
LoRM-AB 2025.12	0.76	0.775	0.747	0.759
O-LoRA 2025.11	0.76	0.768	0.757	0.757
SD-LoRA 2025.11	0.76	0.766	0.745	0.768
MoCL 2025.11	0.759	0.756	0.754	0.767
OSFT 2026.05	0.759	0.753	0.74	0.784
O-LoRA 2026.05	0.758	0.754	0.757	0.763
O-LoRA 2025.11	0.754	0.749	0.753	0.759
IncLoRA 2025.11	0.751	0.759	0.726	0.768
ProgPrompt 2026.05	0.751	0.752	0.75	0.751
O-LoRA 2026.02	0.7501	0.7569	0.7492	0.744
SeqLoRA 2025.11	0.748	0.734	0.756	0.755
O-LoRA 2025.11	0.746	0.749	0.734	0.756
LFPT5 2026.05	0.727	0.676	0.726	0.779
JUMPLORA + IncLoRA 2026.04	0.716	0.7076	0.6926	0.7478
PerTaskFT 2025.11	0.7	0.7	0.7	0.7
PerTaskFT 2026.05	0.7	0.7	0.7	0.7
LoRA-LEGO 2025.12	0.684	0.683	0.66	0.709
KnOTS 2025.12	0.682	0.679	0.659	0.708
IncLoRA 2025.11	0.678	0.686	0.597	0.75
IncLoRA 2026.05	0.664	0.66	0.649	0.683
EWC-LoRA 2026.02	0.6308	0.6117	0.6047	0.6761
IncLoRA 2026.04	0.626	0.5925	0.5869	0.6986
SD-LoRA 2025.11	0.615	0.677	0.559	0.609
L2P 2025.11	0.607	0.603	0.617	0.611
L2P 2026.05	0.607	0.603	0.617	0.611
TreeLoRA 2026.02	0.603	0.5854	0.5696	0.6542
OPCM 2025.12	0.602	0.619	0.62	0.567
O-LoRA 2026.02	0.6001	0.5696	0.5574	0.6732
Replay 2026.05	0.578	0.552	0.569	0.613
LwF 2025.11	0.523	0.544	0.531	0.496
LwF 2026.05	0.523	0.544	0.531	0.496
EWC 2025.11	0.503	0.487	0.477	0.545
EWC 2026.05	0.503	0.487	0.477	0.545
EWC 2025.11	0.479	0.463	0.453	0.521
EWC 2026.04	0.479	0.463	0.453	0.521
SeqLoRA 2026.05	0.437	0.446	0.327	0.537
SLERP 2026.05	0.431	0.405	0.43	0.458
SeqLoRA 2025.11	0.393	0.395	0.319	0.466
TIES 2026.05	0.371	0.35	0.385	0.378
SeqFT 2025.11	0.285	0.189	0.249	0.417
SeqFT 2026.05	0.285	0.189	0.249	0.417
SeqLoRA 2025.11	0.283	0.257	0.24	0.352