Ranking on BEIR selected subset v1.0.0 (test)

84.7TREC-COVIDLISTT5-3B

Evaluation Results

Method
LISTT5-3B2024.02	84.7	71.8	69.1	37.7	33.8	53.2	57.8	33.6	46.2	77	70.5	53
RankZephyr-7b2024.02	84	73.9	70.9	36.7	31.8	52.6	54.3	33.8	44.6	74.9	72.4	51.6
listwise2026.02	82.34	—	—	39.05	33.63	49.89	54.38	31.84	43.24	71.07	—	50.68
setwise2026.02	81.6	—	—	36.15	29.19	45.2	48.13	28.79	39.53	62.6	—	46.4
listwise2026.02	81.12	—	—	36.9	31.07	48.33	52.01	27.44	41.89	67.62	—	48.3
setwise2026.02	80.99	—	—	37.86	29.99	47.88	52.1	28.83	40.74	68	—	48.3
RankVicuna-7b2024.02	80.5	68.9	66.1	33.2	34.2	46.9	48.9	33	44.4	70.8	67.5	49
RankSteer2026.02	80.19	—	—	36.23	28.77	44.41	51.23	22.54	39.65	56.64	—	44.96
RankSteer2026.02	80.19	—	—	36.23	28.77	44.41	51.23	22.54	39.65	56.64	—	44.96
DuoT5-base2024.02	80.1	71.4	67.4	35	31.4	49.1	49.6	31.8	43.9	69.6	69.4	48.8
listwise2026.02	80.06	—	—	37.13	32.68	50.92	53.59	35.21	44.25	65.84	—	49.96
pairwise2026.02	79.89	—	—	37.96	31.11	49.68	54.15	30.38	41.34	69.68	—	49.27
pairwise2026.02	79.66	—	—	35.41	30.36	48.54	49.81	30.99	33.54	66.55	—	46.96
RG-S(0,4)2026.02	79.02	—	—	36.46	26.37	44.51	50.39	22.05	36.66	62.41	—	44.73
RG-S(0,4)2026.02	78.92	—	—	35.12	26.79	46.78	48.56	24.68	36.72	63.24	—	45.1
RankSteer2026.02	78.63	—	—	37.32	27.79	44.62	52.07	24.45	37.52	64.98	—	45.88
RankSteer2026.02	78.63	—	—	37.32	27.79	44.62	52.07	24.45	37.52	64.98	—	45.88
pairwise2026.02	78.35	—	—	36.58	28.91	47	51.15	25.78	38	70.32	—	47.01
LISTT5-base2024.02	78.3	71.8	68.1	35.6	33.5	48.5	52.1	33.4	43.7	74.1	70	49.9
RG-S(0,4)2026.02	78.14	—	—	35.99	26.61	44.9	47.56	23.33	36.18	62.61	—	44.41
RG-YN_role2026.02	77.92	—	—	37.15	26.61	44.56	53.21	22.27	35.74	66.06	—	45.44
setwise2026.02	77.89	—	—	34.94	29.46	46.14	49.65	24.7	37.74	68.08	—	46.08
PAGC-YG2026.02	77.75	—	—	33.38	25.86	39.49	48.94	22.12	33.07	44.76	—	40.67
RankSteer2026.02	76.78	—	—	36.97	27.93	38.07	43.38	23.56	37.49	41.33	—	40.69
RankSteer2026.02	76.78	—	—	36.97	27.93	38.07	43.38	23.56	37.49	41.33	—	40.69
RankGPT2024.02	76.7	65.8	62.9	35.6	32.1	48.9	50.6	36.2	44.5	70.4	64.4	49.4
PAGC-YG2026.02	75.34	—	—	35.96	25.86	45.03	51.99	24.24	34.2	64.85	—	44.68
PAGC-YG2026.02	73.95	—	—	35.52	27.61	37.72	44.88	24.13	35.25	46.32	—	40.67
RG-YN2026.02	73.15	—	—	33.35	22.43	39.63	47.6	19.76	27.91	51.43	—	39.41
RG-YN2026.02	72.61	—	—	35.63	24.82	36.65	50.46	22.64	30.93	56.77	—	41.31
RG-YN_role2026.02	72.12	—	—	31.83	22.49	30.48	36.91	19.85	29.09	23.98	—	33.34
RG-YN_role2026.02	71.36	—	—	34.01	22.68	41.92	48.84	19.98	29.54	53.04	—	40.17
QG2026.02	69.25	—	—	35.06	10.15	42.21	45.08	22.05	28.17	60.41	—	39.05
RG-YN2026.02	67.8	—	—	31.06	23.05	30.4	34.84	20.25	27.33	23.95	—	32.34
QG2026.02	66.21	—	—	30.19	10.1	30.48	35.06	22.77	30.75	48.16	—	34.22
QG2026.02	64.63	—	—	28.45	9.22	25.33	36.17	21.9	25.3	34.99	—	30.75
BM252026.02	59.47	—	—	32.18	33.04	39.52	40.7	44.22	31.8	67.89	—	43.6
BM252026.02	59.47	—	—	32.18	33.04	39.52	40.7	44.22	31.8	67.89	—	43.6