Continual Instruction Tuning on UCIT

94.6Image-R ScoreMAny*

Evaluation results

Method
MAny*2026.04	94.6	81.8	57.86	70.97	69.2	56.62	71.84	83.1	3	—
MAny2026.04	94.6	83.6	59.86	71.93	67.63	56.48	72.35	83.35	1.93	—
MAny*2026.04	91.3	92.63	59.54	79.63	69.37	56.96	74.91	83.89	0.92	—
MAny2026.04	90.87	91.97	60.48	80.2	67.37	56.09	74.5	83.42	0.37	—
SAME2026.06	89.91	91.4	55.33	77.51	68.85	55.43	—	—	—	73.07
PROTOADA2026.06	89.83	93.2	61.49	81.37	66.4	55.64	—	—	—	74.66
HiDE2026.04	89.33	91.07	49.55	67.8	63.63	55.62	69.5	81.33	2.03	—
DISCO2026.06	88.88	94.25	47.52	69.5	60.75	56.32	—	—	—	69.54
HiDe-LLaVA2026.06	87.62	91.12	42.68	57.62	31	50.41	—	—	—	60.08
HiDE2026.04	86.93	91.37	48.68	67.8	47.87	52.95	65.93	79.03	5.58	—
SEFE2026.04	86.77	78.13	45.9	70.67	69.8	58.18	68.24	79.87	6.18	—
O-LoRA2026.04	86	94.23	39.68	63.83	46.97	45.16	62.65	79.06	6.97	—
SEFE2026.04	83.53	65.77	45.72	75.23	63.03	57.74	65.17	76.64	12.8	—
O-LoRA2026.04	83.4	94.2	41.51	58.5	56.8	53.37	64.63	75.98	8.03	—
ModalPrompt2026.06	80.5	90.62	60.13	63.5	55.75	57.09	—	—	—	67.93
LoRA-FT2026.04	78.87	76.23	45.36	66.43	70.13	58.45	65.91	77.88	10.12	—
Replay-LoRA2026.06	76.93	87.07	54.31	56.43	36.4	55.94	—	—	—	61.18
CL-MoE2026.04	76.8	78.43	44.72	69.07	73.07	58.43	66.75	79.68	9.24	—
MoELoRA2026.04	70.5	77.53	44.98	68.17	69.57	57.8	64.76	77.59	10.4	—
MoELoRA2026.04	68.57	77.73	44.26	65.43	45.2	57.31	59.75	75.57	17.54	—
CL-MoE2026.04	67.8	73.47	44.58	69.37	47.8	57.4	60.07	74.89	18.25	—
LoRA-FT2026.04	65.5	76.23	44.41	66.37	54.87	57.8	60.86	67.61	17.44	—
CL-MoE2026.06	64.12	78.38	44.83	62	50.75	58.06	—	—	—	59.69
MoE-LoRA2026.06	58.43	77.57	44.83	68.9	56.73	58.27	—	—	—	60.79
ModalPrompt2026.04	57.1	63.9	42.11	37.4	47.5	45.76	48.96	53.52	0.02	—
ModalPrompt2026.04	51.07	87.27	48.11	39.23	46.57	42.93	52.53	57.67	0.15	—
FT-LoRA2026.06	29.33	55.3	45.51	26.13	13.07	58.07	—	—	—	37.9
Zero-shot2026.04	21.1	63.2	40.59	24.7	21.2	44.67	—	—	—	—
Zero-shot2026.06	18.88	52.62	38.75	21.25	21.12	41.44	—	—	—	32.34
Zero-shot2026.04	16.27	57.73	38.39	19.2	20.63	41.88	—	—	—	—