Re-ranking on BEIR OOD benchmark leaderboard · SOTA2 Research

Re-ranking on BEIR OOD

41Ar ScoreMICE-ℓ4+3

Evaluation Results

Method	Links
MICE-ℓ4+32026.02		41	24.4	43.7	79.8	34.7	71.3	34.3	51.4	81.4	14.9	69.2	39.5	69.4	50.4	37.2
MICE-ℓ4+all2026.02		39	25.1	44.4	79.1	35.6	72	34.5	52.2	81.4	14.8	70.5	39.4	69.2	50.5	37.2
ColBERTv22026.02		33.8	17	44.3	73	34.2	66.2	33.4	53.9	86.3	14.1	63.8	34.2	66.7	47.8	—
ColBERTv22026.02		31.4	17.3	32.1	71.5	26	55.4	29.9	44.9	83.2	11.3	60.8	27.3	62.6	42.6	29.7
BM252026.02		30	16.5	31.8	65.1	23.6	63.3	32.2	30.6	78.9	14	67.9	45.4	59.5	43	—
MICE-ℓ3+32026.02		20.2	19.1	33.9	67.5	24.5	63.1	29.9	43.1	80.8	9.2	67.3	44.2	67.3	43.9	44.9
MICE-ℓ3+all2026.02		20.1	19.1	33.3	68	24.4	62	29.9	42.8	81.3	9.6	67	40.2	66.6	43.4	44.3
MICE-ℓ6+32026.02		18.8	21.6	38.9	71.5	27.3	67.3	32.8	48.5	82	11.9	68.9	41.9	71.5	46.4	38.7
Baseline2026.02		14.8	15.7	46	73.4	34	72.4	27.1	56.6	80.4	12.5	55.3	29.9	63.4	44.7	25.9
MICE-ℓ6+all2026.02		14.8	21.6	39.7	71.6	26.2	68	32.9	49.1	82.4	11.9	68.4	41.9	72.9	46.3	37.8
Mask 3-ℓ32026.02		14	22.9	33.1	73.8	29.3	62.1	30.6	44.3	71.4	11.9	62.9	41.2	64.9	43.3	42
Baseline2026.02		12.9	21	33.6	77.5	31	60.5	31.5	45.7	76.7	12.2	66.1	36.4	66.7	44	42.3
Baseline2026.02		12	23.4	41.1	82.3	36.4	69.5	33.7	52.1	79	14.5	68.8	41.2	72	48.2	36.7
Mask 3-ℓ42026.02		10.4	26	44.2	80.4	36.3	72.3	33.4	54.3	71.1	14.9	68.2	35.5	66.5	47.2	31.4
Mask 3-ℓ62026.02		9.2	22.9	37.8	78.3	34.4	65	32.8	49.8	37.8	12.4	66.8	40.8	68.7	42.8	25.1