Retrieval on LongDocURL benchmark leaderboard · SOTA2 Research

Retrieval on LongDocURL

77.02RecallMAB-DQA

Evaluation Results

Method	Links
MAB-DQA2026.04		77.02	24.3	33.13	78.73
EviProp2026.06		76.36	24.06	70.21	75.52
MDocAgent2026.04		75.49	23.87	31.81	74.3
M3DocRAG2026.04		74.54	23.52	32.07	73.99
Visual Retrieval2026.06		74.04	23.23	68	73.52
MoLoRAG2026.04		73.86	23.2	32.01	76.18
MoLoRAG+2026.04		73.69	23.15	31.83	75.56
Text-Visual RRF2026.06		72.23	22.76	65.81	70.7
MAB-DQA2026.04		70.46	35.73	43.07	77.78
EviProp2026.06		69.79	35.24	67.37	74.33
MoLoRAG2026.04		69.58	35.27	42.3	75.6
MoLoRAG+2026.04		69.42	35.18	42.07	74.89
Text Chunk Retrieval2026.06		68.58	21.46	61.27	65.57
MDocAgent2026.04		68.14	34.45	40.91	72.92
M3DocRAG2026.04		66.98	33.53	38.79	72.51
Visual Retrieval2026.06		66.87	33.66	64.95	72.23
Text-Visual RRF2026.06		64.86	32.74	62.51	69.38
MDocAgent2026.04		64.53	20.09	30.6	64.88
Text Chunk Retrieval2026.06		61.1	30.79	57.95	64.2
MDocAgent2026.04		56.7	28.35	39.84	63.44
MAB-DQA2026.04		50.6	69.95	69.95	69.95
MoLoRAG2026.04		49.59	67.84	67.84	67.84
MoLoRAG+2026.04		48.7	66.9	66.9	66.9
EviProp2026.06		47.43	65.55	65.55	65.55
MDocAgent2026.04		46.9	64.18	64.18	64.18
M3DocRAG2026.04		46.82	64.51	64.45	64.51
Visual Retrieval2026.06		46.47	64.13	64.13	64.13
Text-Visual RRF2026.06		44.03	60.81	60.81	60.81
MDocAgent2026.04		40.72	56.31	56.31	56.31
Text Chunk Retrieval2026.06		39.53	54.91	54.91	54.91