Continual Learning on TRACE (test) benchmark leaderboard · SOTA2 Research

Continual Learning on TRACE (test)

57.8Overall Performance ScoreSAE-FD

Evaluation Results

Method	Links
SAE-FD2026.05		57.8	—	—	—	—	—	—	—	—	1.63
MH-MoE2026.02		56.9	50.5	65.9	18.2	50.9	90.8	67.9	70.5	40.7	-5.1
O-LoRA2026.02		56.7	51.5	64.5	21.5	54.6	90.7	66.7	63.4	40.6	-5.4
LoRAMoE2026.02		55.1	49.1	65.7	14.6	52.8	89.2	71.6	58.8	39.2	-5.5
TreeLoRA2026.05		54.77	—	—	—	—	—	—	—	—	3.77
EWC2026.02		54.5	50.1	61.3	17.1	52.2	86.5	64.2	64.3	40.6	-7.5
GEM2026.02		54.3	52.3	62.9	18	52.5	86.2	59.3	61.8	40.5	-6.4
SeqLoRA2026.02		54	49.6	56.7	16.7	49.7	88.8	66.7	63.7	40.2	-7.3
SAE-FD2026.05		53.5	—	—	—	—	—	—	—	—	0.69
SAE-FD2026.05		52.7	—	—	—	—	—	—	—	—	0.46
EWC2026.05		52.45	—	—	—	—	—	—	—	—	5.98
O-LoRA2026.05		52.02	—	—	—	—	—	—	—	—	8.13
GORP2026.05		50.4	—	—	—	—	—	—	—	—	0.7
MH-MoE2026.02		46.7	48.8	67.3	18.8	49.3	70.1	34.6	48.3	36.7	-4.5
TreeLoRA2026.05		43.52	—	—	—	—	—	—	—	—	3.46
O-LoRA2026.05		43.42	—	—	—	—	—	—	—	—	6.27
O-LoRA2026.02		43.4	46.3	54.4	20.9	47.9	65.3	27.2	48.3	37.2	-8.1
O-LoRA2026.05		42.78	—	—	—	—	—	—	—	—	7.16
EWC2026.05		42.36	—	—	—	—	—	—	—	—	5.97
EWC2026.05		41.88	—	—	—	—	—	—	—	—	15.57
LwF2026.05		41.19	—	—	—	—	—	—	—	—	5.54
LoRAMoE2026.02		37.8	34.3	52	12	46.3	61.4	14.8	44.3	37.2	-11.2
GEM2026.02		35.7	46.1	30.8	17.7	45.5	53.2	19.8	35.7	36.9	-12.4
EWC2026.02		35.5	46.6	42.3	17.6	45.8	48.2	8.6	37.5	37	-12.3
SeqLoRA2026.02		29.5	12.8	26.2	14.6	43.5	59.8	7.4	34.8	36.6	-19