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Multimodal Document Question Answering on MMLongBench-Doc

53.8Acc (TXT Evidence)

LC^txt+img

Updated 4d ago

Evaluation Results

Method
LC^txt+img 2026.02	53.8	34.5	45.5	45.9	35.9	52.4	37.8	45.6	46.1
LC^txt+txt2i 2026.02	48.5	32.8	40.5	41.7	28.6	44.1	32.5	54.8	42.5
GraphRAG^txt+txt2i_BGE-m3 2026.02	48.1	25.5	36.4	51.5	30.2	51.3	27.1	48.5	42.6
MLDocRAG 2026.02	47.2	37.8	42.7	41.3	31.9	52.6	26.4	71.5	47.9
RAG^txt_BM25 2026.02	44.9	26.1	20.2	14.2	17.1	31.6	18.9	76.3	36.8
LC^txt 2026.02	44.3	31.9	20.8	12.8	22	32.8	21.9	69.3	36.9
Lang2Act 2026.01	43.96	38.14	36.52	27.19	40.86	-	-	-	40.51
RAG^txt+txt2i_BM25 2026.02	43.6	31.9	38.2	38.1	27	45.3	26.9	66.7	43.7
RAG^txt+txt2i_BGE-m3 2026.02	42.3	26.1	37.6	45.41	31.3	49	27.2	71.5	46.5
Pixel-Reasoner 2026.01	42.09	38.14	36.52	26.73	40.2	-	-	-	39.28
OpenVLThinker 2026.01	41.61	38.14	33.71	28.57	35.88	-	-	-	37.49
Vision-R1 2026.01	41.28	42.37	38.2	28.11	40.2	-	-	-	40.28
LC^page 2026.02	41	26.9	31.5	30.3	27.6	39.7	23.6	53.1	37.2
RAG^txt_BGE-m3 2026.02	40	31.1	20.2	10.6	18.4	29.2	19.4	77.2	36
VRAG^page_ColPali 2026.02	40	37.8	32	30.7	32.2	44.1	23.9	63.2	41.4
MRAG^txt+img_CLIP 2026.02	39	27.7	27	13.8	21.4	34	19.2	70.2	36.7
EVisRAG 2026.01	37.92	38.14	32.02	27.19	33.89	-	-	-	35.86
GOT 2026.01	37.58	35.59	32.02	25.81	33.89	-	-	-	35.04
R1-Onevision 2026.01	37.58	33.05	32.58	27.65	36.88	-	-	-	36.09
ThinkLite-VL 2026.01	37.25	33.05	30.34	27.65	37.21	-	-	-	35.74
VisionMatters 2026.01	37.25	33.9	33.15	24.88	33.22	-	-	-	34.58
VRAG-RL 2026.01	36.58	33.55	39.33	33.9	25.81	-	-	-	35.97
Direct 2026.01	35.91	30.51	33.15	25.35	29.9	-	-	-	32.36
MM-Search-R1 2026.01	35.57	33.05	34.27	23.96	33.89	-	-	-	33.99
TOT 2026.01	34.23	36.44	30.9	23.96	33.89	-	-	-	33.88
MRAG^txt+img_ColPali 2026.02	34.1	29.4	28.1	25.7	25.3	35.8	20.3	71.1	38.1
VisDom 2026.01	29.87	27.12	24.72	20.28	21.59	-	-	-	26.78
VRAG^page_CLIP 2026.02	28.9	27.7	24.7	22.5	28.3	34.8	16.7	75.4	37.3
MRAG^txt+img_SigLIP 2026.02	23.9	15.1	16.9	15.1	18.1	21.9	14.7	82	32.2
VRAG^page_SigLIP 2026.02	16.1	13.5	13.5	9.2	9.5	15.4	9.2	77.2	26.3