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Long Video Understanding on VNBench

91.33Retrieval E Accuracy

SPARGE

Updated 3d ago

Evaluation Results

Method	Links
SPARGE 2026.01		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
SPAVA 2026.01		90.67	89.33	32.67	70.89	64	22	21.33	35.78	37.33	5.33	26.67	23.11	43.26
FULLATTN 2026.01		90.67	84	48	74.22	72.67	51.33	37.33	53.78	53.33	8	30	30.44	52.81
FULLATTN 2026.01		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
XATTN 2026.01		90.67	79.33	60	76.67	70.67	53.33	44.67	56.22	47.33	12	32	30.44	54.44
STARATTN 2026.01		90.67	82	57.33	76.67	27.33	20	18.67	22	25.33	12	28.67	22	40.22
SPAVA 2026.01		90.67	80.67	58	76.44	72	56.67	48	58.89	54	14	32	33.33	56.22
FULLATTN 2026.01		90	90.67	36	72.22	64.67	24	24.67	37.78	40.67	4.67	28.67	24.67	44.89
XATTN 2026.01		90	90.67	38	72.89	54	23.33	15.33	30.89	37.33	7.33	28.67	24.44	42.74
STARATTN 2026.01		90	88.67	34.67	71.11	29.33	6	10	15.11	18	6	22	15.33	33.85
XATTN 2026.01		90	77.33	48	71.78	65.33	39.33	23.33	42.67	36.67	10	26	24.22	46.22
STARATTN 2026.01		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
APB 2026.01		90	82.67	44	72.22	47.33	29.33	22	32.89	44.67	8	27.33	26.67	43.93
SPAVA 2026.01		90	82.67	46.67	73.11	66	47.33	33.33	48.89	52	9.33	28.67	30	50.67
APB 2026.01		89.33	89.33	36	71.56	59.33	17.33	18	31.56	33.33	3.33	24	20.22	41.11
SPARGE 2026.01		89.33	75.33	37.33	67.33	36.67	13.33	10	20	26	8	25.33	19.78	35.7
APB 2026.01		89.33	82	58.67	76.67	58	35.33	36.67	43.33	48	11.33	30	29.78	49.93
SPARGE 2026.01		88.67	79.33	50.67	72.89	63.33	35.33	38	45.56	44	10.67	26.67	27.11	48.52
SLOWFAST 2026.01		48	56.67	32	45.56	15.33	6.67	8.67	10.22	24.67	5.33	26	18.67	24.81
SLOWFAST 2026.01		43.33	69.33	42.67	51.78	14	12	9.33	11.78	22	9.33	28.67	20	27.85
SLOWFAST 2026.01		41.33	64	25.33	43.56	12	10	12.67	11.56	23.33	5.33	28	18.89	24.67