Downstream retrieval on IMPLIRET
50.2nDCG@5 (Multi)NV-EMBED-V2
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NV-EMBED-V2Augmentation=ARGUS (Doc-Exp.)2026.02 | 50.2 | 53.2 | 40.2 | 43.2 | 45.2 | 48.2 | |
| NV-EMBED-V2Augmentation=ARGUS (LLM-Synth.)2026.02 | 38.2 | 42.2 | 28.2 | 32.2 | 33.2 | 37.2 | |
| NV-EMBED-V2Augmentation=Baseline2026.02 | 33.9 | 38.5 | 24.3 | 29.2 | 29.1 | 33.9 | |
| REASONIR-8BAugmentation=ARGUS (Doc-Exp.)2026.02 | 30.8 | 42 | 12.5 | 19.2 | 21.7 | 30.6 | |
| BGE-M3Augmentation=ARGUS (Doc-Exp.)2026.02 | 30.2 | 38.3 | 26.7 | 34 | 28.4 | 36.1 | |
| REASONIR-8BAugmentation=ARGUS (LLM-Synth.)2026.02 | 25.8 | 32 | 8.7 | 11.3 | 17.3 | 21.7 | |
| REASONIR-8BAugmentation=Baseline2026.02 | 22.7 | 27.7 | 8.1 | 10.5 | 15.4 | 19.1 | |
| BGE-M3Augmentation=ARGUS (LLM-Synth.)2026.02 | 22.5 | 27.5 | 16.5 | 21.5 | 19.5 | 24.5 | |
| CONTRIEVERAugmentation=ARGUS (LLM-Synth.)2026.02 | 18.4 | 24.3 | 17 | 22.4 | 17.7 | 23.3 | |
| CONTRIEVERAugmentation=ARGUS (Doc-Exp.)2026.02 | 18 | 24.9 | 16.9 | 22.8 | 17.4 | 23.9 | |
| BGE-M3Augmentation=Baseline2026.02 | 17.9 | 23.3 | 13.4 | 18.8 | 15.7 | 21.1 | |
| JINA-V3Augmentation=ARGUS (Doc-Exp.)2026.02 | 17.5 | 24.2 | 12.2 | 17.3 | 14.8 | 20.8 | |
| JINA-V3Augmentation=ARGUS (LLM-Synth.)2026.02 | 16.2 | 19.7 | 10.7 | 13.2 | 13.4 | 16.4 | |
| JINA-V3Augmentation=Baseline2026.02 | 14.8 | 20.6 | 10.9 | 15.2 | 12.9 | 17.9 | |
| CONTRIEVERAugmentation=Baseline2026.02 | 12.8 | 18.3 | 10.4 | 15.2 | 11.6 | 16.8 | |
| QWEN3-EMBEDDINGAugmentation=ARGUS (Doc-Exp.)2026.02 | 10.4 | 15.1 | 5.5 | 7.3 | 8 | 11.2 | |
| QWEN3-EMBEDDINGAugmentation=ARGUS (LLM-Synth.)2026.02 | 8.4 | 12 | 5 | 5.4 | 6.7 | 8.7 | |
| REASON-EMBEDAugmentation=ARGUS (Doc-Exp.)2026.02 | 8.2 | 12.2 | 2 | 2.8 | 5.1 | 7.5 | |
| QWEN3-EMBEDDINGAugmentation=Baseline2026.02 | 8 | 10.8 | 3.9 | 5.3 | 5.9 | 8 | |
| REASON-EMBEDAugmentation=ARGUS (LLM-Synth.)2026.02 | 8 | 11.5 | 3 | 3.4 | 5.5 | 7.4 | |
| REASON-EMBEDAugmentation=Baseline2026.02 | 7.8 | 11 | 1.8 | 2.4 | 4.8 | 6.7 | |
| GRITLM-7BAugmentation=ARGUS (Doc-Exp.)2026.02 | 6.1 | 8.6 | 22.2 | 24.2 | 14.2 | 16.4 | |
| GRITLM-7BAugmentation=ARGUS (LLM-Synth.)2026.02 | 5.9 | 8 | 16.5 | 18 | 11.2 | 13 | |
| GRITLM-7BAugmentation=Baseline2026.02 | 5.6 | 7.3 | 15.2 | 16.7 | 10.4 | 12 |