Downstream retrieval on IMPLIRET benchmark leaderboard · SOTA2 Research

Downstream retrieval on IMPLIRET

50.2nDCG@5 (Multi)NV-EMBED-V2

Evaluation Results

Method	Links
NV-EMBED-V22026.02		50.2	53.2	40.2	43.2	45.2	48.2
NV-EMBED-V22026.02		38.2	42.2	28.2	32.2	33.2	37.2
NV-EMBED-V22026.02		33.9	38.5	24.3	29.2	29.1	33.9
REASONIR-8B2026.02		30.8	42	12.5	19.2	21.7	30.6
BGE-M32026.02		30.2	38.3	26.7	34	28.4	36.1
REASONIR-8B2026.02		25.8	32	8.7	11.3	17.3	21.7
REASONIR-8B2026.02		22.7	27.7	8.1	10.5	15.4	19.1
BGE-M32026.02		22.5	27.5	16.5	21.5	19.5	24.5
CONTRIEVER2026.02		18.4	24.3	17	22.4	17.7	23.3
CONTRIEVER2026.02		18	24.9	16.9	22.8	17.4	23.9
BGE-M32026.02		17.9	23.3	13.4	18.8	15.7	21.1
JINA-V32026.02		17.5	24.2	12.2	17.3	14.8	20.8
JINA-V32026.02		16.2	19.7	10.7	13.2	13.4	16.4
JINA-V32026.02		14.8	20.6	10.9	15.2	12.9	17.9
CONTRIEVER2026.02		12.8	18.3	10.4	15.2	11.6	16.8
QWEN3-EMBEDDING2026.02		10.4	15.1	5.5	7.3	8	11.2
QWEN3-EMBEDDING2026.02		8.4	12	5	5.4	6.7	8.7
REASON-EMBED2026.02		8.2	12.2	2	2.8	5.1	7.5
QWEN3-EMBEDDING2026.02		8	10.8	3.9	5.3	5.9	8
REASON-EMBED2026.02		8	11.5	3	3.4	5.5	7.4
REASON-EMBED2026.02		7.8	11	1.8	2.4	4.8	6.7
GRITLM-7B2026.02		6.1	8.6	22.2	24.2	14.2	16.4
GRITLM-7B2026.02		5.9	8	16.5	18	11.2	13
GRITLM-7B2026.02		5.6	7.3	15.2	16.7	10.4	12