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Document Question Answering on M3DocRAG 1.0 (test)

0Drop Rate (Encoder)Qwen2-VL (7B)

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
FastV2026.04		0	50	14.82	9.84	2.3	4.6	24.3	22.9	35.5	32.8	22.4	24.5	28.6
DivPrune2026.04		0	50	14.82	8.86	2.3	3.5	25.7	25.7	37.2	35.2	23.8	26.4	30.6
VTW2026.04		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
FastV2026.04		0	50	29.64	20.19	1.2	2.4	26	25.8	37.9	36.3	23.2	26.4	31
DivPrune2026.04		0	50	29.64	18.02	1.2	1.5	30.6	27.4	39.2	39.2	24.1	28.8	33.1
VTW2026.04		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
FastV2026.04		0	50	59.28	43.39	0.6	1.2	27.6	27.1	41.6	39.9	23.8	28.7	33.4
DivPrune2026.04		0	50	59.28	38.25	0.6	0.4	33	28.4	42.6	43.4	23.7	30.9	35.5
VTW2026.04		0	100	59.28	64.79	0.6	0.8	28.2	19.3	27.3	27.7	20.2	21.4	24.7
DOCPRUNE2026.04		45	77	12.46	16.67	2.6	2.9	32.6	29.5	40.9	42	24.7	30.6	35.1
DOCPRUNE2026.04		47	81	5.83	7.72	5.3	5.8	29.8	27	37.3	37.5	23.9	27.9	32
DOCPRUNE2026.04		60	74	16.36	25.45	1.8	2	33.5	30.4	44.8	45.6	24.8	33	37.3