Query-document Retrieval on MAIR (20% labeled) benchmark leaderboard · SOTA2 Research

Query-document Retrieval on MAIR (20% labeled)

77.08Average ScoreERA

Evaluation Results

Method	Links
ERA2026.04		77.08	—	88.1	90.73	97.87	79.05	43.06	77.76
Zero-shot2026.04		76.22	—	87.62	90.57	96.69	76.78	43.74	76.34
ERA2026.04		72	—	84.48	88.03	91.77	73.48	37.39	71.9
ERA2026.04		71.91	—	85.36	85.09	95.67	73.6	39.01	71.25
Embedding Adapter2026.04		70.24	—	81.84	85.47	93.12	72.58	34.82	70.31
Zero-shot2026.04		70.24	—	82.39	88.53	91.87	71.11	36.58	69.01
Zero-shot2026.04		67.83	—	79.05	81.56	93.28	65.66	36.62	67.58
ERA2026.04		67.83	—	81.18	81.18	92.02	69.25	32.9	67.85
ERA2026.04		64.17	—	78.53	73.59	89.03	66.86	26.56	65.78
Embedding Adapter2026.04		63.52	—	75.18	81.86	85.36	66.96	28.84	62.22
Embedding Adapter2026.04		63.25	—	74.87	77.65	87.96	58.4	33.01	62.98
Zero-shot2026.04		60.99	—	74.67	75.96	88.69	62.11	27.82	59.29
Embedding Adapter2026.04		57.71	—	65.21	73.27	81.62	60.62	27.14	56.91
Zero-shot2026.04		55.5	—	69.34	68.05	84.97	58.2	20.99	54.44
Embedding Adapter2026.04		51.49	—	63.09	65.85	75.59	56.98	19.53	49.82