Multi-hop Retrieval on MultiHop-RAG (test) benchmark leaderboard · SOTA2 Research

Multi-hop Retrieval on MultiHop-RAG (test)

63.26NDCG@10ScalDPP

Evaluation Results

Method	Links
ScalDPP2026.02		63.26	78.55	81.23	59.8	69.07	74.97
ScalDPP2026.02		60.89	74.8	77.65	57.19	65.02	72.4
ScalDPP2026.02		60.7	72.1	74.53	58.15	65.25	69.83
Standard RAG2026.02		60.36	77.32	80.45	54.9	62.85	70.06
Standard RAG2026.02		59.09	73.56	75.87	54.79	62.32	67.37
Standard RAG2026.02		59.05	73.44	76.98	54.54	61.59	68.6
ScalDPP2026.02		58.84	71.73	74.19	55.98	64.13	69.83
Standard RAG2026.02		57.86	73.39	76.09	53.44	61.57	66.82
DPP Base, no adapter2026.02		51.56	61.96	66.7	47.35	50.47	57.65
DPP Base, no adapter2026.02		51.54	61.53	69.39	46.89	49.39	59.78
DPP Base, no adapter2026.02		49.63	58.81	66.26	45.7	48.25	57.88
DPP Base, no adapter2026.02		48.96	58.31	64.8	44.98	47.51	55.98
ScalDPP2026.02		48.95	74.53	78.66	43.39	59.42	67.93
ScalDPP2026.02		46.31	71.82	76.2	39.63	53.87	63.58
Standard RAG2026.02		45.88	66.69	72.74	37.99	45.34	54.41
ScalDPP2026.02		44.67	67.84	71.84	40.04	55.56	63.13
ScalDPP2026.02		43.59	69.17	72.74	38.16	54.16	61.23
Standard RAG2026.02		42.59	60.5	68.27	35.45	41.42	51.62
Standard RAG2026.02		41.47	61.77	67.49	34.19	41.86	50.17
Standard RAG2026.02		40.53	59.23	64.47	33.54	40.46	48.6
DPP Base, no adapter2026.02		23.29	40.56	49.94	16.45	21.84	30.17
DPP Base, no adapter2026.02		22.9	42.15	53.07	14.39	19.44	27.82
DPP Base, no adapter2026.02		22.65	40.52	51.17	14.97	20.47	29.72
DPP Base, no adapter2026.02		21.33	41.71	48.6	13.03	18.7	24.92