Multimodal Continual Instruction Tuning on TriGap benchmark leaderboard · SOTA2 Research

Multimodal Continual Instruction Tuning on TriGap

42.87PMCVQAPROTOADA

Evaluation Results

Method	Links
PROTOADA2026.06		42.87	43.01	18.96	66.03	36.31	93.5	12.97	23.73	74.03	57.87	47.23
DISCO2026.06		42.03	43.5	18.01	63.13	38.23	91.27	11.02	22.13	80.25	55.87	46.54
SAME2026.06		41.6	43.87	17.56	64.03	39.57	90.46	10.83	21.77	81.09	54.5	46.53
CL-MoE2026.06		40.53	36.79	13.72	52.7	32.27	93	7.77	18.33	80.09	65.9	44.11
MoE-LoRA2026.06		39.03	37.49	12.44	43.43	35.17	90.9	7.93	20.7	90.41	67	44.45
ModalPrompt2026.06		38.23	38.23	11.92	44.73	37.37	84.47	10.13	12.43	71.52	52.5	40.15
HiDe-LLaVA2026.06		37	33.2	10.52	41.97	24.09	79.2	7.73	11.17	57.39	23	32.53
Zero-shot2026.06		35.4	12.68	9.36	19.27	5.06	53.77	7.4	5.3	47.41	20.37	21.6
FT-LoRA2026.06		34.2	23.32	9.84	37.07	23.53	83.83	7	12.7	80.31	60.27	37.21
Replay-LoRA2026.06		33.7	33.95	14	46.67	28.97	75.57	9.4	15.9	73.81	58.8	39.08