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Retrieval on LongDocURL

77.02Recall

MAB-DQA

Updated 1mo ago

Evaluation Results

Method	Links
MAB-DQA 2026.04		77.02	24.3	33.13	78.73
EviProp 2026.06		76.36	24.06	70.21	75.52
MDocAgent 2026.04		75.49	23.87	31.81	74.3
M3DocRAG 2026.04		74.54	23.52	32.07	73.99
Visual Retrieval 2026.06		74.04	23.23	68	73.52
MoLoRAG 2026.04		73.86	23.2	32.01	76.18
MoLoRAG+ 2026.04		73.69	23.15	31.83	75.56
Text-Visual RRF 2026.06		72.23	22.76	65.81	70.7
MAB-DQA 2026.04		70.46	35.73	43.07	77.78
EviProp 2026.06		69.79	35.24	67.37	74.33
MoLoRAG 2026.04		69.58	35.27	42.3	75.6
MoLoRAG+ 2026.04		69.42	35.18	42.07	74.89
Text Chunk Retrieval 2026.06		68.58	21.46	61.27	65.57
MDocAgent 2026.04		68.14	34.45	40.91	72.92
M3DocRAG 2026.04		66.98	33.53	38.79	72.51
Visual Retrieval 2026.06		66.87	33.66	64.95	72.23
Text-Visual RRF 2026.06		64.86	32.74	62.51	69.38
MDocAgent 2026.04		64.53	20.09	30.6	64.88
Text Chunk Retrieval 2026.06		61.1	30.79	57.95	64.2
MDocAgent 2026.04		56.7	28.35	39.84	63.44
MAB-DQA 2026.04		50.6	69.95	69.95	69.95
MoLoRAG 2026.04		49.59	67.84	67.84	67.84
MoLoRAG+ 2026.04		48.7	66.9	66.9	66.9
EviProp 2026.06		47.43	65.55	65.55	65.55
MDocAgent 2026.04		46.9	64.18	64.18	64.18
M3DocRAG 2026.04		46.82	64.51	64.45	64.51
Visual Retrieval 2026.06		46.47	64.13	64.13	64.13
Text-Visual RRF 2026.06		44.03	60.81	60.81	60.81
MDocAgent 2026.04		40.72	56.31	56.31	56.31
Text Chunk Retrieval 2026.06		39.53	54.91	54.91	54.91