Continual Learning on MLLM-CL benchmark leaderboard · SOTA2 Research

Continual Learning on MLLM-CL

79.87RS Last ScoreMR-LoRA

Evaluation Results

Method	Links
MR-LoRA2026.03		79.87	80.82	62.71	72.19	51.89	65.41	52.48	62.52	89.69	67.31
SeqFull2026.03		79.1	77.06	61.22	72.75	52.36	66.09	50.52	62.49	91.29	67.44
SeqFull2026.03		78.94	75.62	62.45	72.16	51.5	65.77	52.08	62.32	91.21	67.24
IncLoRA2026.03		77.43	78.3	62.57	71.93	52	65.38	52.48	62.12	90.41	66.98
IncLoRA2026.03		77.2	77.59	58.97	71.59	51.43	64.4	47.44	60.22	90.24	65.06
O-LoRA2026.03		76.21	80.13	51.34	70.23	36.5	61.35	42.64	53.34	90.2	59.38
HiDe-LLaVA2026.03		75.36	81.51	39.23	62.37	37.17	49.37	45.02	50.61	81.89	55.73
L2P2026.03		75.21	80.09	38.5	68.64	32.31	54.79	41.05	48.68	88.05	55.02
ModalPrompt2026.03		65.99	80.11	37.35	59.66	23.27	46.86	37.61	42.97	87.6	50.36
ModalPrompt2026.03		64.77	80.11	38.6	60.99	20.61	50.67	29.98	41.97	88.22	48.44
L2P2026.03		63.82	80.02	34.63	68.86	22.96	51.57	38.58	45.12	92.98	50.59
O-LoRA2026.03		62.68	80.22	35.17	67.56	16.93	51.51	34.44	44.28	92.16	48.28
HiDe-LLaVA2026.03		41.17	80.91	30.33	65.47	18.73	39.78	37.08	32.92	92.21	43.9
MoELoRA2026.03		40.23	80	23.58	56.91	5.19	34.69	18.35	31.7	74.89	31.36
Zero-shot2026.03		32.29	—	28.28	—	15.59	—	35.55	—	62.56	—
LoRA2026.03		29.57	80.87	29.19	58.6	7.09	38.95	19.55	36.41	63.6	36.78
LoRA2026.03		26.75	80.72	25.76	59.68	0.79	40.51	18.69	18.64	70.44	28.49
MoELoRA2026.03		21.42	80.05	25.29	57.26	0.79	37.03	17.01	19.65	60.34	24.97