Information Retrieval on MAIR 20% labeled query-document pairs

48.55Avg MAP@100ERA

Evaluation results

Method
ERA2026.04	48.55	52.56	57.8	66.99	47.64	27.14	49.26
ERA2026.04	48.55	52.56	57.8	66.99	47.64	27.14	49.26
Zero-shot2026.04	47.08	50.76	56.21	63.82	47.24	28.38	47.02
Zero-shot2026.04	47.08	50.76	56.21	63.82	47.24	28.38	47.02
ERA2026.04	41.88	43.6	53.62	58.77	40.68	22.07	42.17
ERA2026.04	41.88	43.6	53.62	58.77	40.68	22.07	42.17
ERA2026.04	41.76	43.02	51.63	57.08	36.79	22.44	43.63
ERA2026.04	41.76	43.02	51.63	57.08	36.79	22.44	43.63
Zero-shot2026.04	39.97	42.48	52.62	55.83	39.11	21.88	39.21
Zero-shot2026.04	39.97	42.48	52.62	55.83	39.11	21.88	39.21
Zero-shot2026.04	37.51	38.16	44.07	53.21	31.26	21.05	39.86
Zero-shot2026.04	37.51	38.16	44.07	53.21	31.26	21.05	39.86
Emb. Adapter2026.04	36.45	36.72	47.69	52.14	35.39	16.64	37.5
Embedding Adapter2026.04	36.45	36.72	47.69	52.14	35.39	16.64	37.5
ERA2026.04	35.8	36.43	42.58	52.5	32.07	17.81	37.97
ERA2026.04	35.8	36.43	42.58	52.5	32.07	17.81	37.97
ERA2026.04	33.29	35.28	35.05	56.08	34.7	14.6	35.03
ERA2026.04	33.29	35.28	35.05	56.08	34.7	14.6	35.03
Emb. Adapter2026.04	29.9	28.59	43.32	46.57	27.99	13.51	29.5
Embedding Adapter2026.04	29.9	28.59	43.32	46.57	27.99	13.51	29.5
Zero-shot2026.04	28.97	30.25	36.35	46.19	27.65	14.12	29.07
Zero-shot2026.04	28.97	30.25	36.35	46.19	27.65	14.12	29.07
Emb. Adapter2026.04	28.11	27.69	32.66	40.4	21.73	15.83	30.52
Embedding Adapter2026.04	28.11	27.69	32.66	40.4	21.73	15.83	30.52
Zero-shot2026.04	26.93	30.23	29.99	47.8	30.66	11.83	26.39
Zero-shot2026.04	26.93	30.23	29.99	47.8	30.66	11.83	26.39
Emb. Adapter2026.04	22.04	19.19	29.29	33.8	20.66	11.96	22.56
Embedding Adapter2026.04	22.04	19.19	29.29	33.8	20.66	11.96	22.56
Emb. Adapter2026.04	19.31	17.34	25.66	37.17	21.29	7.43	18.91
Embedding Adapter2026.04	19.31	17.34	25.66	37.17	21.29	7.43	18.91