Retrieval on MAIR 40% labeled query-document pairs benchmark leaderboard · SOTA2 Research

Retrieval on MAIR 40% labeled query-document pairs

59.99Avg ScoreERA

Evaluation Results

Method	Links
ERA2026.04		59.99	59.2	64.57	71.82	59.16	54.75	58.96
Zero-shot2026.04		57.91	56.94	61.85	69.38	57.89	53.75	56.65
ERA2026.04		52.57	49.46	59.13	64.03	51.73	46.85	51.8
ERA2026.04		52.18	50.2	58.07	61.42	45.75	46.65	52.7
Emb. Adapter2026.04		51.79	49.51	59.85	63.16	50.43	43.1	51.42
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		46.37	42.37	50.59	57.32	39.14	39.98	48.24
Emb. Adapter2026.04		43.76	38.92	54.98	54.03	39.69	36.76	43.22
ERA2026.04		43.65	41.18	43.27	61.57	43.39	34.46	45.15
Emb. Adapter2026.04		42.84	39.28	48.25	52.64	33.47	39.73	43.64
Emb. Adapter2026.04		37.21	30.74	42.68	47.38	31.47	32.23	38.71
Zero-shot2026.04		36.74	35.62	41.35	50.36	31.77	30.64	36.67
Zero-shot2026.04		34.03	34.81	34.85	52.44	37.01	25.25	33.28
Emb. Adapter2026.04		33.24	28.17	37.72	48.7	33.55	24.28	34.05