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Accuracy Evaluation on Standard CL Benchmark (Order Specific)

0.811Avg Final Acc

SPAT-LoRA

Updated 4d 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
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
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
O-LoRA 2025.11	0.754	0.749	0.753	0.759
IncLoRA 2025.11	0.751	0.759	0.726	0.768
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
PerTaskFT 2025.11	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
EWC-LoRA 2026.02	0.6308	0.6117	0.6047	0.6761
SD-LoRA 2025.11	0.615	0.677	0.559	0.609
L2P 2025.11	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
LwF 2025.11	0.523	0.544	0.531	0.496
EWC 2025.11	0.503	0.487	0.477	0.545
EWC 2025.11	0.479	0.463	0.453	0.521
SeqLoRA 2025.11	0.393	0.395	0.319	0.466
SeqFT 2025.11	0.285	0.189	0.249	0.417
SeqLoRA 2025.11	0.283	0.257	0.24	0.352