Retrieval on MAIR 10% labeled query-document pairs benchmark leaderboard · SOTA2 Research

Retrieval on MAIR 10% labeled query-document pairs

58.92Average ScoreERA

Evaluation Results

Method	Links
ERA2026.04		58.92	58.61	63.26	70.75	57.72	53.33	58.03
Zero-shot2026.04		57.91	56.94	61.85	69.38	57.89	53.75	56.65
ERA2026.04		51.62	49.49	57.85	62.74	49.52	45.96	50.95
ERA2026.04		50.39	48.83	54.94	60.82	40.74	44.78	51.74
Zero-shot2026.04		50.37	48.48	58.34	60.56	48.58	44.55	49.17
Zero-shot2026.04		46.64	44.05	49.25	57.58	36.21	42.29	48.57
ERA2026.04		43.26	41.56	46.89	56.05	35.91	36.84	44.42
ERA2026.04		40.77	39.57	38.94	59.36	40.47	31.15	42.43
Zero-shot2026.04		36.74	35.62	41.35	50.36	31.77	30.64	36.67
Emb. Adapter2026.04		35.32	33.45	43.34	43.45	29.77	24.64	36.88
Zero-shot2026.04		34.03	34.81	34.85	52.44	37.01	25.25	33.28
Emb. Adapter2026.04		28.71	23.47	39.04	37.71	22.41	22.62	28.92
Emb. Adapter2026.04		25.01	23.22	28.21	30.88	16.26	22.01	26.43
Emb. Adapter2026.04		20.63	17.98	26.01	21.56	17.35	17.88	21.12
Emb. Adapter2026.04		17.37	14.68	22.16	27.52	15.27	11.67	17.51