Continual Instruction Tuning on MLLM-DCL benchmark leaderboard · SOTA2 Research

Continual Instruction Tuning on MLLM-DCL

81.25RS ScoreMAny*

Evaluation Results

Method	Links
MAny*2026.04		81.25	65.44	50.84	45.43	90.55	66.7	69.18	-0.26
MAny2026.04		81.25	65.13	50.28	44.99	90.55	66.44	68.9	-0.56
MAny2026.04		79.72	58.85	47.63	49.39	89.43	65	66.43	-1.61
MAny*2026.04		79.58	59.02	49.56	49.53	89.62	65.46	66.82	-1.43
SEFE2026.04		78.57	55.09	45.27	44.88	90.29	62.82	67.85	8.33
HiDE2026.04		77.73	58.1	35.87	45.55	90.14	61.48	66.77	5.81
LoRA-FT2026.04		77.39	53.32	35.12	43.5	91.05	60.08	67.35	11.58
MoELoRA2026.04		76.96	47.09	31.19	41.96	89.74	57.39	63.11	11.65
O-LoRA2026.04		76.93	40.32	29.55	34.61	72.39	50.76	63.14	12.46
SEFE2026.04		76.38	47.78	40.16	45.64	89.5	59.82	65.13	7.98
O-LoRA2026.04		74.79	39.78	30.68	39.11	83.34	53.54	59.34	7.03
MoELoRA2026.04		74.41	53.89	39.67	43.46	91.27	60.54	67.35	10.24
LoRA-FT2026.04		74.13	47.63	33.53	41.42	89.66	57.27	63.23	11.43
CL-MoE2026.04		73.05	48	30.27	41.48	90.11	56.58	62.81	12.74
HiDE2026.04		70.38	38.58	27.6	35.11	60.9	46.51	58.39	11.81
CL-MoE2026.04		68.1	47.26	30.92	40.55	89.4	55.25	63.2	15.01
ModalPrompt2026.04		58.19	28.76	13.77	34.41	65.32	40.09	41.91	0.07
ModalPrompt2026.04		47.92	29.1	13.35	32.77	89.03	42.44	49.75	30.52
Zero-shot2026.04		32.29	28.28	15.59	35.55	62.56	—	—	—
Zero-shot2026.04		31.16	29.81	14.06	33.93	64.32	—	—	—