Multimodal Instruction Following on CoIN benchmark leaderboard · SOTA2 Research

Multimodal Instruction Following on CoIN

77.84SciQA Scoreϕ-DPO

Evaluation Results

Method	Links
ϕ-DPO2026.02		77.84	95.61	54.55	60.74	59.17	64.32	69.99	68.69	68.86	74.94
HiDe2026.02		73.2	69.28	50.76	59.18	56.92	61.33	67.12	64.76	62.82	64.7
O-LoRA2026.02		72.56	62.84	48.43	58.97	57.66	59.14	63.21	63.31	60.77	62.6
L2P2026.02		70.21	23.31	44.21	43.76	56.25	58.46	62.32	64.11	52.83	53.96
Zeroshot2026.02		69.79	9.93	45.5	58.47	57.75	60.77	66.5	64.93	—	—
MoELoRA2026.02		62.02	37.21	43.32	33.22	52.05	53.12	57.92	65.75	50.58	55.24
LwF2026.02		60.71	30.58	41.49	36.01	52.8	47.07	53.43	65.12	48.4	53.22
EWC2026.02		59.75	31.88	42.26	34.96	51.06	51.84	55.3	64.55	48.95	53.3
FineTune2026.02		57.43	28.9	41.88	30.05	51.39	50.76	53.28	64.78	47.31	52.86