Downstream retrieval on BRIGHT
20Biology nDCG@5REASONIR-8B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| REASONIR-8BAugmentation=ARGUS (LLM-Synth.)2026.02 | 20 | 25.2 | 12.7 | 16.8 | 11.3 | 12.8 | 15.8 | 18.3 | |
| QWEN3-EMBEDDINGAugmentation=ARGUS (Doc-Exp.)2026.02 | 18.5 | 27.1 | 15.2 | 16.2 | 9.8 | 13.4 | 13.2 | 16.6 | |
| REASONIR-8BAugmentation=ARGUS (Doc-Exp.)2026.02 | 18 | 24.4 | 16.6 | 22.2 | 12.2 | 13.8 | 17.3 | 21.4 | |
| NV-EMBED-V2Augmentation=ARGUS (Doc-Exp.)2026.02 | 17.7 | 19.2 | 15.2 | 16.7 | 11.7 | 12.7 | 15.5 | 16.7 | |
| REASON-EMBEDAugmentation=ARGUS (LLM-Synth.)2026.02 | 17.5 | 22.8 | 12 | 13.7 | 12.7 | 14 | 13.5 | 15.4 | |
| REASONIR-8BAugmentation=Baseline2026.02 | 16.6 | 19.1 | 13.9 | 16.5 | 10.2 | 11.4 | 13.6 | 15 | |
| REASON-EMBEDAugmentation=ARGUS (Doc-Exp.)2026.02 | 15.9 | 22.4 | 10.4 | 11.5 | 11.2 | 13.4 | 13.8 | 16.4 | |
| NV-EMBED-V2Augmentation=ARGUS (LLM-Synth.)2026.02 | 15.7 | 17.7 | 13.2 | 14.7 | 10.2 | 11.7 | 13.6 | 15.3 | |
| REASON-EMBEDAugmentation=Baseline2026.02 | 14.5 | 18.6 | 10.2 | 11.2 | 10.5 | 12.4 | 11.1 | 12.6 | |
| NV-EMBED-V2Augmentation=Baseline2026.02 | 14 | 16.5 | 12.2 | 13.2 | 9.7 | 10.7 | 11.9 | 13.1 | |
| BGE-M3Augmentation=ARGUS (LLM-Synth.)2026.02 | 13.6 | 14.7 | 12.6 | 13.9 | 12.1 | 13.1 | 14.3 | 15.3 | |
| JINA-V3Augmentation=ARGUS (LLM-Synth.)2026.02 | 13.4 | 16.2 | 20.2 | 21.2 | 14.7 | 17 | 15.7 | 17.4 | |
| JINA-V3Augmentation=ARGUS (Doc-Exp.)2026.02 | 12.8 | 16.5 | 19.9 | 21.6 | 14.3 | 18.2 | 15.7 | 18.5 | |
| JINA-V3Augmentation=Baseline2026.02 | 12 | 15.2 | 18.6 | 19.2 | 13.1 | 15.8 | 14.2 | 16.1 | |
| QWEN3-EMBEDDINGAugmentation=Baseline2026.02 | 10.5 | 12.4 | 11.7 | 12.7 | 9.2 | 10.2 | 10 | 10.8 | |
| GRITLM-7BAugmentation=ARGUS (LLM-Synth.)2026.02 | 9.5 | 10.2 | 7.2 | 7.8 | 6.2 | 7 | 8.2 | 9 | |
| QWEN3-EMBEDDINGAugmentation=ARGUS (LLM-Synth.)2026.02 | 9.1 | 13.7 | 14.2 | 15.2 | 10.7 | 11.7 | 12.1 | 13.7 | |
| CONTRIEVERAugmentation=ARGUS (LLM-Synth.)2026.02 | 8.8 | 11.5 | 10.1 | 11.2 | 7.1 | 8.2 | 10.2 | 11.8 | |
| BGE-M3Augmentation=ARGUS (Doc-Exp.)2026.02 | 8.6 | 11.4 | 13.1 | 17.6 | 10.4 | 12.8 | 12.5 | 15.9 | |
| CONTRIEVERAugmentation=ARGUS (Doc-Exp.)2026.02 | 8.6 | 13 | 13.7 | 16.4 | 8.1 | 11.9 | 11.6 | 14.9 | |
| BGE-M3Augmentation=Baseline2026.02 | 7.8 | 9.5 | 10 | 11.7 | 9 | 10.1 | 10.2 | 11 | |
| CONTRIEVERAugmentation=Baseline2026.02 | 7.2 | 9.2 | 10.7 | 10.5 | 7.1 | 8.9 | 9 | 9.8 | |
| GRITLM-7BAugmentation=ARGUS (Doc-Exp.)2026.02 | 6.7 | 9.3 | 4.8 | 5 | 5.2 | 6.9 | 7.1 | 8.4 | |
| GRITLM-7BAugmentation=Baseline2026.02 | 5.9 | 7 | 4.1 | 4.4 | 4.1 | 4.8 | 5.7 | 6.4 |