Reranking on MIRACL benchmark leaderboard · SOTA2 Research

Reranking on MIRACL

70.07Average nDCG@10KaLM-Reranker-V1-Large

Evaluation Results

Method	Links
KaLM-Reranker-V1-Large2026.06		70.07	77.69	79.98	63.6	63.54	60.51	60.62	80	58.49	64.01	54.76	72.04	69.86	73.57	78.25	82.55	81.57	88.66	51.54
bge-reranker-v2-gemma2026.06		69.82	75.43	80.28	62.27	63.53	60.42	60.3	77.45	61.91	62.32	57.26	72.34	70.42	71.51	74.7	83.1	79.37	80.85	63.36
KaLM-Reranker-V1-Small2026.06		66.89	73.49	77.06	58.1	62.09	58.83	56.43	77.81	57.21	59.54	53.08	68.84	65.46	69.93	74.63	80	76.94	83.87	50.73
mxbai-rerank-large-v22026.06		63.26	74.5	65.53	50.08	61.42	55.82	52.33	72.42	56.15	45.44	53.5	71.92	66.96	69.97	63.75	57.9	79.35	79.06	62.5
KaLM-Reranker-V1-Nano2026.06		62.08	69	70.91	50.45	60.41	56.93	52.53	73.11	51.93	53.87	51.58	62.81	65.02	61.3	64.63	73.67	70.16	78.22	50.9
KaLM-Embedding-V2.52026.06		60.19	69.32	63.65	53.05	53.4	51.32	49.55	70.98	52.14	44.9	49.89	61.37	58.03	57.87	66.54	74.53	70.19	79.2	57.48
mxbai-rerank-base-v22026.06		59.58	73.65	57.16	29.12	60.86	56.97	47.74	69.56	55.81	42.68	54.26	71.21	64.36	66.54	60.51	49.32	76.98	75.34	60.43
bge-reranker-large2026.06		52.52	55.24	62.45	44.94	50.45	42.47	42.96	68.89	46.47	38	37.96	42.19	46.41	44.29	57.98	70.03	64.18	75.16	55.26