Share your thoughts, 1 month free Claude Pro on usSee more

Continual Instruction Tuning on MLLM-DCL

81.25RS Score

MAny*

Updated 1mo ago

Evaluation Results

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