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Multimodal Document Question Answering on LongDocURL

65.7Overall Acc

HIEVI-RAG

Updated 18d ago

Evaluation Results

Method	Links
HIEVI-RAG 2026.07		65.7	-	-	-	-	-	-	-
Ours 2026.01		60.7	-	-	-	-	-	-	-
Ours 2026.01		56.8	-	-	-	-	-	-	-
Doc-V* 2026.07		56.3	-	-	-	-	-	-	-
MDocAgent 2026.01		56.1	-	-	-	-	-	-	-
ALDEN 2026.07		55.1	-	-	-	-	-	-	-
URaG 2026.07		52.2	-	-	-	-	-	-	-
MoLoRAG+ 2026.07		51.9	-	-	-	-	-	-	-
MLDocRAG 2026.02		50.8	65.1	39.4	48.3	41.1	66.9	56.3	23.4
M3DocRAG 2026.07		49	-	-	-	-	-	-	-
RAG^txt+txt2i_BM25 2026.02		48.1	60.6	36.5	45.7	40.3	61.9	54.1	22.4
RAG^txt+txt2i_BGE-m3 2026.02		47.8	59.7	32.8	47	42.3	61.9	57.4	17.1
VRAG^page_ColPali 2026.02		47.1	56.8	39.4	45.8	53.1	52.1	50.3	36.4
MDocAgent 2026.07		46.9	-	-	-	-	-	-	-
GraphRAG^txt+txt2i_BGE-m3 2026.02		45.3	58.2	33.9	32.8	36.1	59.2	54.4	15.7
LC^txt+img 2026.02		40.7	57.7	34.7	30.9	39.8	46	48.9	23.4
LC^txt 2026.02		40.2	59.1	38.8	26	41.5	43.3	45.7	29.2
Qwen-2.5-VL-7B-Instruct 2026.01		39.8	-	-	-	-	-	-	-
RAG^txt_BM25 2026.02		39.5	60.2	37.4	24.9	37.3	43.1	45.9	26.8
MRAG^txt+img_ColPali 2026.02		38.9	51	31.8	32.9	34	45.2	44.8	23.4
LC^txt+txt2i 2026.02		37.3	51.1	31	29.1	33.6	42.2	49	15.7
RAG^txt_BGE-m3 2026.02		36.8	59.8	34.7	19.3	31.5	41.4	44.6	21
MRAG^txt+img_CLIP 2026.02		34.5	51.7	32.4	22.6	30.7	35.6	44	21
MRAG^txt+img_SigLIP 2026.02		34.5	51.7	32.4	22.6	30.7	35.6	44	21
LC^page 2026.02		31.3	40.2	29.7	23.7	30.3	34	39.1	17.9
VRAG^page_CLIP 2026.02		26.2	33.8	26.2	20.1	26.1	24.1	34.2	18.9
VRAG^page_SigLIP 2026.02		19.9	21.2	25.3	17	19.1	17.4	17.7	25.8
LLaVA-1.6-7B-Instruct 2026.01		11	-	-	-	-	-	-	-