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Passage Reranking on BEIR (nDCG@10)

85.77nDCG@10 (COVID)

RankFlow

Updated 1mo ago

Evaluation Results

Method	Links
RankFlow 2025.02		85.77	39.74	77.73	64.88	42.08	47.43	34.54	52.97	55.64
RankGPT-4 2026.04		85.51	38.47	74.95	57.55	38.57	47.12	34.4	52.89	53.68
ResRanksw 2026.04		85	39.94	76.96	61.82	39.94	45.47	33.37	53.32	54.48
ListT5-3B 2026.04		84.7	37.7	77	57.8	33.6	46.2	33.8	53.2	53
ResRank 2026.04		84.09	39.73	76.42	59.64	39.48	45.83	35.27	54.85	54.4
RankGPT-4 2025.02		83.98	38.83	75.61	59.74	40.72	47.12	33.9	52.82	54.09
RankZephyr 2025.02		83.78	-	-	-	-	-	-	51.84	-
TourRank 2026.04		82.59	37.99	72.17	57.87	29.98	44.64	30.83	51.46	50.94
monoT5 2025.02		80.71	38.97	76.57	56.71	32.41	44.45	32.55	48.49	51.36
RankT5 2025.02		80.71	38.1	74.99	-	44.01	44.22	32	-	-
monoT5 2026.04		80.71	38.97	76.57	56.71	32.41	44.45	32.55	48.49	51.36
ListT5-base 2026.04		78.3	35.6	74.1	52.1	33.4	43.7	33.5	48.5	50.9
RankMistral 2026.04		78	33.1	66.22	39.54	27.46	37.71	30.04	37.1	43.65
PE-Rank 2026.04		77.72	36.39	69.38	47.4	33.06	40.05	33.74	49.7	48.43
RankGPT-3.5 2026.04		76.67	35.62	70.43	50.62	36.18	44.47	32.12	48.85	49.37
monoBERT 2026.04		70.01	36.88	71.36	49.35	31.75	41.87	31.44	44.62	47.16
BM25 2025.02		59.47	30.75	67.89	40.7	44.22	31.8	33.05	39.52	43.42
BM25 2026.04		59.47	33.75	67.89	40.7	44.22	31.8	33.05	39.52	43.8