Information Retrieval on MAIR 5% labeled query-document pairs (test) benchmark leaderboard · SOTA2 Research

Information Retrieval on MAIR 5% labeled query-document pairs (test)

58.53Average IR ScoreERA

Evaluation Results

Method	Links
ERA2026.04		58.53	58.66	62.03	70.61	57.38	52.44	57.91
Zero-shot2026.04		57.91	56.94	61.85	69.38	57.89	53.75	56.65
ERA2026.04		51.38	48.96	57.35	62.46	49.67	45.38	50.93
Zero-shot2026.04		50.37	48.48	58.34	60.56	48.58	44.55	49.17
ERA2026.04		49.14	47.9	53.04	58.9	38.4	44.07	50.72
Zero-shot2026.04		46.64	44.05	49.25	57.58	36.21	42.29	48.57
ERA2026.04		41.51	40.65	44.44	53.63	34.21	35.38	42.65
ERA2026.04		39.8	38.75	39.62	58.45	39.6	29.65	41.02
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		19.77	17.72	26.67	19.25	12.84	12.31	22.18
Emb. Adapter2026.04		14.83	12.21	23.04	17.22	9.31	9.53	15.49
Emb. Adapter2026.04		9.74	9.22	16.95	7.3	4.82	6.41	10.03
Emb. Adapter2026.04		8.36	6.47	15.62	4.85	5.82	5.75	8.46
Emb. Adapter2026.04		7.48	6.59	14.36	8.92	6.65	4.04	6.6