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ResearchFormerly WizWand

Video Understanding on CL-VISTA (test)

66.34Space ScoreKeepLoRA++

Evaluation results

Method	Links
KeepLoRA++2026.06		66.34	56.83	65.71	82.18	75.35	79.93	89.13	86.75	75.28
KeepLoRA++2026.06		65.01	57.09	67.76	84.66	76.84	81.19	89.4	86.75	76.09
SMoLoRA2026.06		62.46	55.57	62.03	83.88	74.94	82.66	88.13	86.92	74.57
O-LoRA2026.06		60.46	51.8	48.58	64.56	59.51	63.56	67.44	46.97	57.86
SMoLoRA2026.06		59.45	51.66	57.7	80.64	71.17	81.87	87.31	86.92	72.09
CL-MoE2026.06		58.37	47.67	57.05	79.47	72.36	80.76	88.75	86.58	71.38
LoRA-FT2026.06		57.68	46.36	59.02	80.79	72.74	81.22	89.33	86.86	71.75
HiDe2026.06		57.43	52.51	48.01	72.59	64.46	67.34	68.71	51.26	60.29
CL-MoE2026.06		55.77	42.79	54.15	74.28	67.65	78.06	87.79	86.58	68.38
LoRA-FT2026.06		54.81	41.13	55.84	74.61	68.8	78.2	88.9	86.86	68.64
O-LoRA2026.06		52.53	41.05	41	58.82	57.94	62.37	67.46	46.97	53.52
HiDe2026.06		47.32	41.35	39.01	64.46	60.29	64.36	67.46	51.26	54.44
RegLoRA2026.06		46.64	41.12	50.34	45.23	65.02	68.62	69.54	86.51	59.13
RegLoRA2026.06		43.47	45.2	46.89	37.23	59.17	60.36	52.92	86.51	53.97
KeepLoRA++2026.06		42.32	—	51.46	37.56	64.97	61.6	52.14	55.97	52.29
LoRA-FT2026.06		41.75	—	50.42	36.1	63.28	61.2	52.37	52.67	51.11
Zero-shot2026.06		37.24	32.24	41.42	22.78	60.17	56.91	34.4	37.52	—