Document Reranking on BEIR (Custom Metrics Set) benchmark leaderboard · SOTA2 Research

Document Reranking on BEIR (Custom Metrics Set)

80.87SFProRank

Evaluation Results

Method	Links
ProRank2025.06		80.87	37.06	80.01	67.97	44.41	89.26	45.63	32.06	17.83	89.86	37.12	79.66	41.75	61.43	57.49
ProRank2025.06		79.76	35.9	77.7	67.89	42.25	88.95	40.97	28	17.66	89.87	36.4	79.23	35.62	59.95	55.73
bge-gemma2025.06		78.11	38.35	78.13	54.6	41.03	89.23	44.27	32.93	19.66	84.39	31.55	80.21	41.83	60.95	55.37
ProRank2025.06		77.15	37.1	79.06	57.82	41.09	88.61	44.66	34.58	17.02	88.55	33.02	79.14	41.25	58.89	55.57
cohere2025.06		76.58	34.65	79.5	59.9	43.4	87.12	45.12	37.2	18.7	86.2	30.1	77.3	40.6	59.09	55.39
voyage2025.06		76.25	35.5	79.9	61.5	46.7	87.6	43.5	28.44	18.2	85.8	21.4	78.02	41.57	59.12	54.54
ProRank2025.06		76.16	37.78	77.21	59.21	40.51	87.51	42.93	31.35	17.6	88.77	31.98	78.51	37.26	56.89	54.55
MonoT52025.06		76.1	37.8	79.6	42.5	46.5	—	44.5	30.7	19.3	—	25.4	—	—	—	—
mxbai2025.06		74.83	39.03	85.33	12.06	40.46	73.9	44.66	35.56	18.89	78.92	23.92	70.85	36.31	55.69	49.32
bge-m32025.06		74.5	35.89	77.74	51.98	39.5	89.02	44.05	35.14	14.91	83.45	29.19	79.5	41.73	58.56	53.94
RankLlama2025.06		72.7	28.1	80.8	49.3	44.1	—	44.9	39.2	18.1	—	24.5	—	—	—	—
RankLlama2025.06		71.1	27	80.2	54.4	42.1	—	43.7	41.4	16.6	—	23.2	—	—	—	—
BM252025.06		67.89	33.75	59.47	29.99	23.61	78.86	31.8	44.22	14.91	65.13	16.51	63.3	22.84	30.55	41.63