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ResearchFormerly WizWand

Relevance Ranking on BEIR 9-dataset (test)

42.33NDCG@10 (NFCorpus)Prism-Reranker-4B-exp2

Evaluation results

Method	Links
Prism-Reranker-4B-exp22026.04		42.33	58.87	78.39	26.13	55.05	89.05	38.55	51.21	72.67	76.42
Teacher API2026.04		41.95	—	79.91	23.53	60.42	87.23	30.82	50.74	—	—
Qwen3-Reranker-4B2026.04		41.56	57.33	78.41	26.01	52.29	87.08	33.73	50.81	69.06	77.03
Prism-Reranker-4B2026.04		41.49	54.18	77.03	20.85	48.91	83.61	30.33	47.16	68.64	69.62
Prism-Reranker-9B2026.04		41.43	55.02	79.9	21.74	50.28	83.39	30.57	47.75	69.16	70.97
jina-reranker-m02026.04		41.03	56.67	79.94	22.91	51.62	84.17	31.79	49.34	72.25	76.99
Prism-Reranker-2B2026.04		40.53	53.32	76.56	19.85	45.89	84.35	32.34	46.14	63.67	70.56
Prism-Reranker-0.8B2026.04		39.64	51.92	75.52	19.26	43.23	82.38	32.79	44.86	60.52	69.05
jina-reranker-v3 (R)2026.04		38.92	56.43	76.84	24.26	51.81	86.59	30.12	48.37	72.9	78.03
Qwen3-Reranker-0.6B2026.04		38.37	51.84	74.89	20.98	43.45	87.08	27.26	43.54	56.54	74.41
mxbai-rerank-large-v22026.04		37.76	55.43	78.86	18.58	52.75	81.51	29.81	49.07	72.46	78.1
mxbai-rerank-base-v22026.04		37.57	54.14	77.76	18.09	47.33	82.75	30.71	48	67.74	77.35
jina-reranker-v22026.04		37.17	53.83	76.5	20.03	46.48	80.53	32.35	47.81	67.39	76.17
jina-embeddings-v32026.04		36.65	50.09	72.4	19.91	47.47	77.81	26.55	41.07	64.31	64.63
jina-colbert-v22026.04		35.88	51.95	70.13	19.4	43.62	81.94	29.11	47.14	66.01	74.36
bge-reranker-v2-m32026.04		34.33	53.29	72.64	17.79	45.45	82.19	33.12	46.72	69.52	77.89