Visual Question Answering on MLLM-DCL benchmark leaderboard · SOTA2 Research

Visual Question Answering on MLLM-DCL

57.65Accuracy (Medical)KeepLoRA++

Evaluation Results

Method	Links
KeepLoRA++2026.06		57.65	79.76	51.86	50.01	89.49	65.73
KeepLoRA2026.01		54.34	78.76	50.19	49.48	89.3	64.41
KeepLoRA++2026.06		52.77	79.31	37.88	41.1	64.63	55.14
SEFE2026.01		50.86	77.05	40.27	42.98	88.4	59.91
RegLoRA2026.06		50.86	77.05	40.27	42.98	88.4	59.91
KeepLoRA2026.01		50.8	79.55	37.53	40.7	62.35	54.19
SEFE2026.01		47.69	77.71	35.35	38.99	59.57	51.86
RegLoRA2026.06		47.69	77.71	35.35	38.99	59.57	51.86
CL-MoE2026.01		47.36	71.83	29.49	41.48	89.16	55.86
CL-MoE2026.06		47.36	71.83	29.49	41.48	89.16	55.86
O-LoRA2026.01		46.89	72.3	31.59	41.5	88.06	56.07
O-LoRA2026.06		46.89	72.3	31.59	41.5	88.06	56.07
O-LoRA2026.01		45.71	75.04	32.62	38.54	59.64	50.31
O-LoRA2026.06		45.71	75.04	32.62	38.54	59.64	50.31
CL-MoE2026.01		45.6	74.19	32.08	38.88	56.68	49.49
CL-MoE2026.06		45.6	74.19	32.08	38.88	56.68	49.49
LoRA-FT2026.01		44.94	73.34	31.38	38.79	57.84	49.26
LoRA-FT2026.06		44.94	73.34	31.38	38.79	57.84	49.26
LoRA-FT2026.01		44.3	69.34	29.1	41.44	88.43	54.52
LoRA-FT2026.06		44.3	69.34	29.1	41.44	88.43	54.52
KeepLoRA++2026.06		29.1	—	15.57	34.99	58.42	34.52
KeepLoRA2026.01		28.49	—	16.63	34.13	55.61	33.71
O-LoRA2026.01		28.37	—	18.37	33.72	52.53	33.25
O-LoRA2026.06		28.37	—	18.37	33.72	52.53	33.25
Zero-shot2026.01		28.28	32.29	15.59	35.55	62.56	—
Zero-shot2026.06		28.28	32.29	15.59	35.55	62.56	—
CL-MoE2026.01		28.25	—	19.38	34.08	48.56	32.57
CL-MoE2026.06		28.25	—	19.38	34.08	48.56	32.57
LoRA-FT2026.01		28.1	—	17.44	34.03	50.19	32.44
SEFE2026.01		28.1	—	19.63	33.85	52.36	33.49
LoRA-FT2026.06		28.1	—	17.44	34.03	50.19	32.44
RegLoRA2026.06		28.1	—	19.63	33.85	52.36	33.49