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Downstream retrieval on BRIGHT

20Biology nDCG@5

REASONIR-8B

Updated 4d ago

Evaluation Results

Method	Links
REASONIR-8B 2026.02		20	25.2	12.7	16.8	11.3	12.8	15.8	18.3
QWEN3-EMBEDDING 2026.02		18.5	27.1	15.2	16.2	9.8	13.4	13.2	16.6
REASONIR-8B 2026.02		18	24.4	16.6	22.2	12.2	13.8	17.3	21.4
NV-EMBED-V2 2026.02		17.7	19.2	15.2	16.7	11.7	12.7	15.5	16.7
REASON-EMBED 2026.02		17.5	22.8	12	13.7	12.7	14	13.5	15.4
REASONIR-8B 2026.02		16.6	19.1	13.9	16.5	10.2	11.4	13.6	15
REASON-EMBED 2026.02		15.9	22.4	10.4	11.5	11.2	13.4	13.8	16.4
NV-EMBED-V2 2026.02		15.7	17.7	13.2	14.7	10.2	11.7	13.6	15.3
REASON-EMBED 2026.02		14.5	18.6	10.2	11.2	10.5	12.4	11.1	12.6
NV-EMBED-V2 2026.02		14	16.5	12.2	13.2	9.7	10.7	11.9	13.1
BGE-M3 2026.02		13.6	14.7	12.6	13.9	12.1	13.1	14.3	15.3
JINA-V3 2026.02		13.4	16.2	20.2	21.2	14.7	17	15.7	17.4
JINA-V3 2026.02		12.8	16.5	19.9	21.6	14.3	18.2	15.7	18.5
JINA-V3 2026.02		12	15.2	18.6	19.2	13.1	15.8	14.2	16.1
QWEN3-EMBEDDING 2026.02		10.5	12.4	11.7	12.7	9.2	10.2	10	10.8
GRITLM-7B 2026.02		9.5	10.2	7.2	7.8	6.2	7	8.2	9
QWEN3-EMBEDDING 2026.02		9.1	13.7	14.2	15.2	10.7	11.7	12.1	13.7
CONTRIEVER 2026.02		8.8	11.5	10.1	11.2	7.1	8.2	10.2	11.8
BGE-M3 2026.02		8.6	11.4	13.1	17.6	10.4	12.8	12.5	15.9
CONTRIEVER 2026.02		8.6	13	13.7	16.4	8.1	11.9	11.6	14.9
BGE-M3 2026.02		7.8	9.5	10	11.7	9	10.1	10.2	11
CONTRIEVER 2026.02		7.2	9.2	10.7	10.5	7.1	8.9	9	9.8
GRITLM-7B 2026.02		6.7	9.3	4.8	5	5.2	6.9	7.1	8.4
GRITLM-7B 2026.02		5.9	7	4.1	4.4	4.1	4.8	5.7	6.4