Downstream retrieval on RAR-B
16.2ARC nDCG@5NV-EMBED-V2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| NV-EMBED-V2Augmentation=ARGUS (Doc-Exp.)2026.02 | 16.2 | 17.2 | 38.2 | 39.2 | 36.2 | 37.2 | 24.2 | 25.5 | |
| NV-EMBED-V2Augmentation=ARGUS (LLM-Synth.)2026.02 | 15.2 | 17.5 | 36 | 39 | 35 | 37.5 | 22.6 | 25.6 | |
| NV-EMBED-V2Augmentation=Baseline2026.02 | 14.3 | 16.2 | 34.8 | 37.6 | 33.7 | 36.2 | 21.4 | 24.3 | |
| REASONIR-8BAugmentation=ARGUS (LLM-Synth.)2026.02 | 12.9 | 14.5 | 25.7 | 26.8 | 33.8 | 35.3 | 20.4 | 21.6 | |
| REASONIR-8BAugmentation=Baseline2026.02 | 12.2 | 13.5 | 23.3 | 25.9 | 30.9 | 33.2 | 18.6 | 20.1 | |
| REASONIR-8BAugmentation=ARGUS (Doc-Exp.)2026.02 | 12.2 | 13.5 | 26.2 | 27.3 | 34.3 | 35.8 | 20.8 | 21.9 | |
| JINA-V3Augmentation=ARGUS (LLM-Synth.)2026.02 | 12 | 14.2 | 27.5 | 30 | 26 | 28.5 | 16.9 | 18.9 | |
| JINA-V3Augmentation=ARGUS (Doc-Exp.)2026.02 | 11.3 | 13.6 | 27.5 | 30.9 | 27.4 | 31.4 | 16.7 | 19.2 | |
| JINA-V3Augmentation=Baseline2026.02 | 11.1 | 13.2 | 26.5 | 29.1 | 24.6 | 27 | 15.9 | 17.8 | |
| BGE-M3Augmentation=ARGUS (LLM-Synth.)2026.02 | 8.5 | 9.8 | 21.8 | 23.8 | 24.8 | 26.8 | 18.2 | 20 | |
| REASON-EMBEDAugmentation=ARGUS (LLM-Synth.)2026.02 | 8.2 | 10.1 | 13.5 | 15.6 | 24.8 | 28.2 | 14.4 | 16.2 | |
| REASON-EMBEDAugmentation=ARGUS (Doc-Exp.)2026.02 | 8.1 | 9.6 | 13 | 15 | 23.2 | 26.7 | 14.3 | 16.1 | |
| QWEN3-EMBEDDINGAugmentation=ARGUS (Doc-Exp.)2026.02 | 7.9 | 9.3 | 18.7 | 22.1 | 26.5 | 31.9 | 15.8 | 18.5 | |
| QWEN3-EMBEDDINGAugmentation=ARGUS (LLM-Synth.)2026.02 | 7.9 | 9.5 | 19.5 | 22.3 | 25.4 | 28.7 | 16.5 | 18.4 | |
| REASON-EMBEDAugmentation=Baseline2026.02 | 7.9 | 9.2 | 12.4 | 14.1 | 20.8 | 22.9 | 12.9 | 14.3 | |
| BGE-M3Augmentation=Baseline2026.02 | 7.8 | 9 | 20.9 | 22.9 | 23.3 | 25.5 | 17.1 | 19.5 | |
| BGE-M3Augmentation=ARGUS (Doc-Exp.)2026.02 | 7.8 | 9.2 | 21.9 | 24.7 | 24 | 26.9 | 17.4 | 20 | |
| CONTRIEVERAugmentation=ARGUS (LLM-Synth.)2026.02 | 7.7 | 9.7 | 27.2 | 30.6 | 28.5 | 32.8 | 25.6 | 29.2 | |
| CONTRIEVERAugmentation=Baseline2026.02 | 7.4 | 8.6 | 23.1 | 25.1 | 24.1 | 26.4 | 21.9 | 23.7 | |
| CONTRIEVERAugmentation=ARGUS (Doc-Exp.)2026.02 | 7.4 | 9 | 24.1 | 26.8 | 24.3 | 26.8 | 24.4 | 27.9 | |
| QWEN3-EMBEDDINGAugmentation=Baseline2026.02 | 7.4 | 8.8 | 17.1 | 19.4 | 21.8 | 24 | 14.5 | 16.2 | |
| GRITLM-7BAugmentation=ARGUS (LLM-Synth.)2026.02 | 3.6 | 4.2 | 3.9 | 4.5 | 18.5 | 20.5 | 11.4 | 13 | |
| GRITLM-7BAugmentation=ARGUS (Doc-Exp.)2026.02 | 3.2 | 4 | 3.4 | 4 | 19 | 22.1 | 11.4 | 12.8 | |
| GRITLM-7BAugmentation=Baseline2026.02 | 3.1 | 3.9 | 3.3 | 3.9 | 16.5 | 18.3 | 10.3 | 11.5 |