Dense Retrieval on Industrial E-commerce Dataset
5.94Precision@10SCI w/o CI
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCI w/o CISearch Category=Dense (Brute-Force), Consistent Indexing=false2025.12 | 5.94 | 1.15 | 0.14 | 43.89 | 80.65 | 96.78 | 23.73 | 25.16 | 25.23 | 27.55 | 36 | 38.28 | |
| Bert2TowerSearch Category=Dense (Brute-Force)2025.12 | 5.88 | 1.15 | 0.14 | 43.44 | 80.56 | 96.83 | 23.67 | 25.14 | 25.21 | 27.39 | 35.94 | 38.23 | |
| Bert2Tower-SharedSearch Category=Dense (Brute-Force)2025.12 | 5.79 | 1.14 | 0.14 | 42.86 | 79.97 | 96.64 | 22.68 | 24.12 | 24.2 | 26.57 | 35.1 | 37.46 | |
| SCI (λ = 0.3)Search Category=Dense (IVF-PQ), Lambda (λ)=0.3, Consistent Indexing=true2025.12 | 3.68 | 0.89 | 0.13 | 27.18 | 62.22 | 87.93 | 13.6 | 14.93 | 15.03 | 16.03 | 23.84 | 27.4 | |
| Bert2TowerSearch Category=Dense (IVF-PQ)2025.12 | 3.22 | 0.85 | 0.13 | 23.78 | 59.84 | 88.81 | 11.82 | 13.17 | 13.29 | 13.85 | 21.81 | 25.82 | |
| SCI (λ = 0.1)Search Category=Dense (IVF-PQ), Lambda (λ)=0.1, Consistent Indexing=true2025.12 | 3.22 | 0.83 | 0.12 | 23.92 | 58.14 | 86.27 | 12.34 | 13.62 | 13.74 | 14.3 | 21.88 | 25.75 | |
| SCI (λ = 0.5)Search Category=Dense (IVF-PQ), Lambda (λ)=0.5, Consistent Indexing=true2025.12 | 2.29 | 0.73 | 0.12 | 17.06 | 51.62 | 85.71 | 7.98 | 9.22 | 9.37 | 9.62 | 17.05 | 21.77 |