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Document Question Answering on M3DocRAG 1.0 (test)

0Drop Rate (Encoder)

Qwen2-VL (7B)

Updated 1mo ago

Evaluation Results

Method	Links
Qwen2-VL (7B) 2026.04		0	0	14.82	18.02	2.3	2.6	26.6	25.6	37.2	35.8	23.3	26.5	30.8
FastV 2026.04		0	50	14.82	9.84	2.3	4.6	24.3	22.9	35.5	32.8	22.4	24.5	28.6
DivPrune 2026.04		0	50	14.82	8.86	2.3	3.5	25.7	25.7	37.2	35.2	23.8	26.4	30.6
VTW 2026.04		0	100	14.82	13.6	2.3	3.4	24	20	28	27.3	20	21	24.3
Qwen2-VL (7B) 2026.04		0	0	29.64	38.24	1.2	1.3	31.5	28.8	39.9	40.8	24.2	29.4	34.1
FastV 2026.04		0	50	29.64	20.19	1.2	2.4	26	25.8	37.9	36.3	23.2	26.4	31
DivPrune 2026.04		0	50	29.64	18.02	1.2	1.5	30.6	27.4	39.2	39.2	24.1	28.8	33.1
VTW 2026.04		0	100	29.64	28.76	1.2	1.8	28.7	20.2	25.6	27	20.5	20.9	24.4
Qwen2-VL (7B) 2026.04		0	0	59.28	86.27	0.6	0.6	33.7	29.5	43.2	43.9	24.9	31.5	36.3
FastV 2026.04		0	50	59.28	43.39	0.6	1.2	27.6	27.1	41.6	39.9	23.8	28.7	33.4
DivPrune 2026.04		0	50	59.28	38.25	0.6	0.4	33	28.4	42.6	43.4	23.7	30.9	35.5
VTW 2026.04		0	100	59.28	64.79	0.6	0.8	28.2	19.3	27.3	27.7	20.2	21.4	24.7
DOCPRUNE 2026.04		45	77	12.46	16.67	2.6	2.9	32.6	29.5	40.9	42	24.7	30.6	35.1
DOCPRUNE 2026.04		47	81	5.83	7.72	5.3	5.8	29.8	27	37.3	37.5	23.9	27.9	32
DOCPRUNE 2026.04		60	74	16.36	25.45	1.8	2	33.5	30.4	44.8	45.6	24.8	33	37.3