Document Question Answering on M3DocRAG 1.0 (test) benchmark leaderboard · SOTA2 Research

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