Information Retrieval on MTEB Retrieval (BEIR) 1.0 (test)
46.5MSMARCOCSPLADE
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CSPLADEModel Category=Sparse Baselines, Number of Parameters=8B2026.01 | 46.5 | — | 48.9 | 29.4 | — | 44.5 | 86.5 | 40.5 | 69.8 | 37.2 | 60.9 | 87.1 | 17.6 | 73.9 | 83.2 | 38.9 | 54.6 | — | |
| SPLADE-v3Model Category=Sparse Baselines, Number of Parameters=110M2026.01 | 45.6 | — | 50.9 | 23.3 | 32.3 | 45 | 79.6 | 37.4 | 69.2 | 35.7 | 58.6 | 81.4 | 15.8 | 71 | 74.8 | 29.3 | 51.3 | 50 | |
| RepLlama3Model Category=Dense Baselines, Number of Parameters=8B2026.01 | 45.3 | — | 60.2 | 42.3 | 44.2 | 45.8 | 91.8 | 57.3 | 85 | 41.7 | 70.1 | 85.9 | 29.6 | 78.6 | 85.8 | 33.7 | 60.9 | 59.8 | |
| LACONIC-8BModel Category=Our Method, Number of Parameters=8B2026.01 | 44.1 | — | 73 | 38.8 | 42.3 | 50.2 | 89.8 | 55 | 83.9 | 41.9 | 72.8 | 86.1 | 29.3 | 79.7 | 85.3 | 31.3 | 61.5 | 60.2 | |
| Arctic-v2Model Category=Dense Baselines, Number of Parameters=529M2026.01 | 44 | — | 58 | 38.3 | 47.2 | 43.9 | 91.6 | 44 | 72.4 | 35.9 | 64.6 | 88.7 | 20.3 | 71.8 | 80.3 | 29.8 | 56 | 55.4 | |
| LACONIC-3BModel Category=Our Method, Number of Parameters=3B2026.01 | 44 | — | 72 | 36.4 | 41.5 | 49 | 88.5 | 50.7 | 81.7 | 41 | 69.8 | 86.7 | 27.3 | 78.2 | 83.4 | 30.7 | 60 | 58.7 | |
| LACONIC-1BModel Category=Our Method, Number of Parameters=1B2026.01 | 43.5 | — | 62.1 | 37.4 | 34.3 | 46.8 | 88.3 | 43.4 | 79.2 | 39.2 | 66.3 | 85.2 | 24.2 | 75.6 | 83.9 | 31.2 | 57.6 | 56 | |
| Nomic-v1Model Category=Dense Baselines, Number of Parameters=137M2026.01 | 43.1 | — | 49.3 | 40.5 | 38.3 | 45 | 85 | 38.4 | 73.6 | 35 | 59.4 | 87.7 | 18.3 | 70.5 | 79.9 | 28.2 | 53.9 | 52.8 |