Multilingual Long Document Retrieval on MLDR 13 (test) benchmark leaderboard · SOTA2 Research

Multilingual Long Document Retrieval on MLDR 13 (test)

57.5NDCG@10Inf-DDS

Evaluation Results

Method	Links
Inf-DDS2026.01		57.5	58.3	54.4	48.5	80.6	77.9	43.9	66.1	56.7	49.9	79.5	65.7	39	26.6
DoReMi2026.01		57.2	54.8	54.4	50.7	79.1	77.1	44.5	66.6	54.1	48	82.3	64.5	39.9	27.8
CRISP2026.01		57.1	56.7	53.3	52.6	79.5	75.6	44	66.6	55.4	48.8	79.3	64.7	36.7	28.9
MultiDDS2026.01		56.7	56	53.9	50	79.1	76.3	44.1	66	56.6	49.3	78.6	62.3	37.3	27.3
CRISP2026.01		56.6	53.1	53.9	52	79.8	75.5	44.9	65.5	54.5	48.6	78	62.8	38.5	28.5
Cooldown2026.01		52.7	51.5	50.2	48.5	75.6	72.6	33.1	61.7	48.4	41.3	75.5	61.4	37.8	27.7
bge-m3-dense2026.01		52.5	47.6	46.1	48.9	74.8	73.8	40.7	62.7	50.9	42.9	74.4	59.5	33.6	26
bge-m3-dense2026.01		52.5	48.4	46.7	46.7	76.3	74.3	40	61.7	49.1	41	74.3	60.8	36	26.7
DoGE2026.01		49.6	44.9	47	47.1	72.7	70.5	34.6	58.5	44.4	37	73.3	56.7	33.2	25
LMK2026.01		38.7	—	—	—	—	—	—	—	—	—	—	—	—	—
LMK2026.01		38.6	—	—	—	—	—	—	—	—	—	—	—	—	—
LMK2026.01		38.3	—	—	—	—	—	—	—	—	—	—	—	—	—
LMK2026.01		38	—	—	—	—	—	—	—	—	—	—	—	—	—
LMK2026.01		37.2	—	—	—	—	—	—	—	—	—	—	—	—	—
bge-m3 unsup.2026.01		37	30.8	38.4	34.2	61.4	53.1	23.9	43.7	33.3	24.9	59.7	45.8	18.6	13.7
CLS2026.01		24.9	—	—	—	—	—	—	—	—	—	—	—	—	—
Latent2026.01		19.6	—	—	—	—	—	—	—	—	—	—	—	—	—
Mean2026.01		17	—	—	—	—	—	—	—	—	—	—	—	—	—