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ResearchFormerly WizWand

Long Video Understanding on VNBench

91.33Retrieval E AccuracySPARGE

Evaluation results

Method	Links
SPARGE2026.01		91.33	89.33	33.33	71.33	46.67	11.33	18.67	25.56	26.67	4.67	24.67	18.67	38.52
SPAVA2026.01		90.67	89.33	32.67	70.89	64	22	21.33	35.78	37.33	5.33	26.67	23.11	43.26
FULLATTN2026.01		90.67	84	48	74.22	72.67	51.33	37.33	53.78	53.33	8	30	30.44	52.81
FULLATTN2026.01		90.67	82	59.33	77.33	74.67	59.33	57.33	63.78	54.67	13.33	34.67	34.22	58.44
XATTN2026.01		90.67	79.33	60	76.67	70.67	53.33	44.67	56.22	47.33	12	32	30.44	54.44
STARATTN2026.01		90.67	82	57.33	76.67	27.33	20	18.67	22	25.33	12	28.67	22	40.22
SPAVA2026.01		90.67	80.67	58	76.44	72	56.67	48	58.89	54	14	32	33.33	56.22
FULLATTN2026.01		90	90.67	36	72.22	64.67	24	24.67	37.78	40.67	4.67	28.67	24.67	44.89
XATTN2026.01		90	90.67	38	72.89	54	23.33	15.33	30.89	37.33	7.33	28.67	24.44	42.74
STARATTN2026.01		90	88.67	34.67	71.11	29.33	6	10	15.11	18	6	22	15.33	33.85
XATTN2026.01		90	77.33	48	71.78	65.33	39.33	23.33	42.67	36.67	10	26	24.22	46.22
STARATTN2026.01		90	83.33	46.67	73.33	18.67	10.67	10.67	13.33	27.33	6.67	27.33	20.44	35.7
APB2026.01		90	82.67	44	72.22	47.33	29.33	22	32.89	44.67	8	27.33	26.67	43.93
SPAVA2026.01		90	82.67	46.67	73.11	66	47.33	33.33	48.89	52	9.33	28.67	30	50.67
APB2026.01		89.33	89.33	36	71.56	59.33	17.33	18	31.56	33.33	3.33	24	20.22	41.11
SPARGE2026.01		89.33	75.33	37.33	67.33	36.67	13.33	10	20	26	8	25.33	19.78	35.7
APB2026.01		89.33	82	58.67	76.67	58	35.33	36.67	43.33	48	11.33	30	29.78	49.93
SPARGE2026.01		88.67	79.33	50.67	72.89	63.33	35.33	38	45.56	44	10.67	26.67	27.11	48.52
SLOWFAST2026.01		48	56.67	32	45.56	15.33	6.67	8.67	10.22	24.67	5.33	26	18.67	24.81
SLOWFAST2026.01		43.33	69.33	42.67	51.78	14	12	9.33	11.78	22	9.33	28.67	20	27.85
SLOWFAST2026.01		41.33	64	25.33	43.56	12	10	12.67	11.56	23.33	5.33	28	18.89	24.67