Multimodal Continual Instruction Tuning on TriGap v1 (test) benchmark leaderboard · SOTA2 Research

Multimodal Continual Instruction Tuning on TriGap v1 (test)

43.6PMCVQA ScoreCRAM

Evaluation Results

Method	Links
CRAM2026.06		43.6	44.33	16.92	66	39.17	91.83	12.83	24.27	79.49	59.53	47.79
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