Cross-lingual Retrieval on WebFAQ
77.4nDCG@10SemBridge
Evaluation Results
| Method | Links | |
|---|---|---|
| SemBridgeBackbone=Splade-v3, Language=Chinese2026.05 | 77.4 | |
| SemBridgeBackbone=Opensearch-Sparse-v1, Language=Chinese2026.05 | 76.7 | |
| SemBridgeBackbone=Splade-PP, Language=Chinese2026.05 | 76.3 | |
| SemBridgeBackbone=Splade-v3, Language=Korean2026.05 | 76.2 | |
| SemBridgeBackbone=Opensearch-Sparse-v1, Language=Korean2026.05 | 76 | |
| SemBridgeBackbone=Granite-30M-Sparse, Language=Chinese2026.05 | 76 | |
| SemBridgeBackbone=Splade-PP, Language=Korean2026.05 | 75.6 | |
| SemBridgeBackbone=Splade-v3, Language=Hindi2026.05 | 72.8 | |
| SemBridgeBackbone=Granite-30M-Sparse, Language=Korean2026.05 | 71.7 | |
| SemBridgeBackbone=Splade-PP, Language=Hindi2026.05 | 71.2 | |
| SemBridgeBackbone=Opensearch-Sparse-v1, Language=Hindi2026.05 | 70.7 | |
| SemBridgeBackbone=Granite-30M-Sparse, Language=Hindi2026.05 | 70.6 | |
| SemBridgeBackbone=Splade-v3, Language=Average2026.05 | 69.7 | |
| SemBridgeBackbone=Splade-PP, Language=Average2026.05 | 68.4 | |
| SemBridgeBackbone=Opensearch-Sparse-v1, Language=Average2026.05 | 68.3 | |
| SemBridgeBackbone=Granite-30M-Sparse, Language=Average2026.05 | 66.6 | |
| SemBridgeBackbone=Splade-v3, Language=Arabic2026.05 | 65.5 | |
| SemBridgeBackbone=Opensearch-Sparse-v1, Language=Arabic2026.05 | 64.8 | |
| SemBridgeBackbone=Splade-PP, Language=Arabic2026.05 | 64 | |
| BaseBackbone=Splade-v3, Language=Arabic2026.05 | 63 | |
| SemBridgeBackbone=Granite-30M-Sparse, Language=Arabic2026.05 | 62.3 | |
| UniversalBackbone=Splade-v3, Language=Arabic2026.05 | 60 | |
| OFABackbone=Splade-v3, Language=Arabic2026.05 | 59.6 | |
| FOCUSBackbone=Splade-v3, Language=Arabic2026.05 | 59.5 | |
| MultivariateBackbone=Splade-v3, Language=Arabic2026.05 | 59.3 | |
| SemBridgeBackbone=Splade-v3, Language=Russian2026.05 | 56.7 | |
| SemBridgeBackbone=Splade-PP, Language=Russian2026.05 | 54.9 | |
| SemBridgeBackbone=Opensearch-Sparse-v1, Language=Russian2026.05 | 53.2 | |
| SemBridgeBackbone=Granite-30M-Sparse, Language=Russian2026.05 | 52.6 | |
| RandomBackbone=Splade-v3, Language=Arabic2026.05 | 43.4 | |
| MeanBackbone=Splade-v3, Language=Arabic2026.05 | 13.6 | |
| UniversalBackbone=Granite-30M-Sparse, Language=Arabic2026.05 | 0 |