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ResearchFormerly WizWand

Passage Reranking on BEIR (nDCG@10)

85.77nDCG@10 (COVID)RankFlow

Evaluation results

Method	Links
RankFlow2025.02		85.77	39.74	77.73	64.88	42.08	47.43	34.54	52.97	55.64
RankGPT-42026.04		85.51	38.47	74.95	57.55	38.57	47.12	34.4	52.89	53.68
ResRanksw2026.04		85	39.94	76.96	61.82	39.94	45.47	33.37	53.32	54.48
ListT5-3B2026.04		84.7	37.7	77	57.8	33.6	46.2	33.8	53.2	53
ResRank2026.04		84.09	39.73	76.42	59.64	39.48	45.83	35.27	54.85	54.4
RankGPT-42025.02		83.98	38.83	75.61	59.74	40.72	47.12	33.9	52.82	54.09
RankZephyr2025.02		83.78	—	—	—	—	—	—	51.84	—
TourRank2026.04		82.59	37.99	72.17	57.87	29.98	44.64	30.83	51.46	50.94
monoT52025.02		80.71	38.97	76.57	56.71	32.41	44.45	32.55	48.49	51.36
RankT52025.02		80.71	38.1	74.99	—	44.01	44.22	32	—	—
monoT52026.04		80.71	38.97	76.57	56.71	32.41	44.45	32.55	48.49	51.36
ListT5-base2026.04		78.3	35.6	74.1	52.1	33.4	43.7	33.5	48.5	50.9
RankMistral2026.04		78	33.1	66.22	39.54	27.46	37.71	30.04	37.1	43.65
PE-Rank2026.04		77.72	36.39	69.38	47.4	33.06	40.05	33.74	49.7	48.43
RankGPT-3.52026.04		76.67	35.62	70.43	50.62	36.18	44.47	32.12	48.85	49.37
monoBERT2026.04		70.01	36.88	71.36	49.35	31.75	41.87	31.44	44.62	47.16
BM252025.02		59.47	30.75	67.89	40.7	44.22	31.8	33.05	39.52	43.42
BM252026.04		59.47	33.75	67.89	40.7	44.22	31.8	33.05	39.52	43.8