Visual Question Answering on UCIT

94.4ArxivQAKeepLoRA++

Evaluation results

Method
KeepLoRA++2026.06	94.4	81.2	46.14	66.5	69.63	56.62	69.08
KeepLoRA2026.01	86.7	82.43	46.54	67.8	66.4	57.18	67.84
KeepLoRA++2026.06	86.64	86.07	42.02	41.26	35.37	42.95	55.72
KeepLoRA2026.01	83.63	86.5	42.66	40.08	35.24	44.11	55.37
O-LoRA2026.01	80.93	74.17	45.3	62.87	63.83	57.24	64.06
O-LoRA2026.06	80.93	74.17	45.3	62.87	63.83	57.24	64.06
O-LoRA2026.01	80.06	82.43	41.73	35.87	33.94	43.74	52.96
O-LoRA2026.06	80.06	82.43	41.73	35.87	33.94	43.74	52.96
SEFE2026.01	79.13	80.23	47.11	69.4	65.7	57.33	66.48
RegLoRA2026.06	79.13	80.23	47.11	69.4	65.7	57.33	66.48
SEFE2026.01	78.55	85.49	42.92	40.33	34.8	43.64	54.29
RegLoRA2026.06	78.55	85.49	42.92	40.33	34.8	43.64	54.29
LoRA-FT2026.01	77.78	75.98	41.56	38.83	34.56	43.25	51.99
LoRA-FT2026.06	77.78	75.98	41.56	38.83	34.56	43.25	51.99
CL-MoE2026.01	77.1	80.16	40.43	30.33	33.1	43.95	50.85
CL-MoE2026.06	77.1	80.16	40.43	30.33	33.1	43.95	50.85
LoRA-FT2026.01	76.73	58.6	45.72	67.43	61.57	58.03	61.35
LoRA-FT2026.06	76.73	58.6	45.72	67.43	61.57	58.03	61.35
CL-MoE2026.01	75.77	67.17	44.38	52.63	54.4	57.28	58.61
CL-MoE2026.06	75.77	67.17	44.38	52.63	54.4	57.28	58.61
Zero-shot2026.01	53.73	16.27	38.39	19.2	20.63	41.88	—
Zero-shot2026.06	53.73	16.27	38.39	19.2	20.63	41.88	—
SEFE2026.01	53.33	—	18.68	7.48	17.03	40.9	27.48
RegLoRA2026.06	53.33	—	18.68	7.48	17.03	40.9	27.48
KeepLoRA++2026.06	53.27	—	19.5	12.15	16.89	40.2	28.4
O-LoRA2026.01	52.87	—	19.57	4.42	16.85	41.04	26.95
O-LoRA2026.06	52.87	—	19.57	4.42	16.85	41.04	26.95
KeepLoRA2026.01	52.83	—	20.39	9.18	18.12	41.5	28.4
LoRA-FT2026.01	52.63	—	18.3	6.02	16.97	40.29	26.84
LoRA-FT2026.06	52.63	—	18.3	6.02	16.97	40.29	26.84
CL-MoE2026.01	52	—	19.32	7.37	17.81	41.28	27.56
CL-MoE2026.06	52	—	19.32	7.37	17.81	41.28	27.56