Retrieval on BelebeleRetrieval
96.26nDCG@10Borda count
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Borda countMethod Category=Borda2025.07 | 96.26 | 99.44 | 69.17 | |
| UECMethod Category=Ensemble2025.07 | 95.82 | 99.77 | 88.72 | |
| Ensemble (Uniform)Method Category=Ensemble, Aggregation=Uniform2025.07 | 95.25 | 99.66 | 82.99 | |
| E5Method Category=Individual Models2025.07 | 94.91 | 99.55 | 84.78 | |
| Model Merging (Weighted)Method Category=Model Merging, Aggregation=Weighted2025.07 | 94.86 | 99.66 | 85.11 | |
| Model Merging (Uniform)Method Category=Model Merging, Aggregation=Uniform2025.07 | 94.6 | 99.66 | 86.39 | |
| GroVEMethod Category=Individual Models2025.07 | 94.14 | 99.44 | 86.57 | |
| GTE-MBMethod Category=Individual Models2025.07 | 94.09 | 99.66 | 82.53 | |
| Task ArithmeticMethod Category=Model Merging2025.07 | 93.87 | 99.44 | 86.03 | |
| GTEMethod Category=Individual Models2025.07 | 93.76 | 99.77 | 86.18 | |
| BGEMethod Category=Individual Models2025.07 | 93.64 | 99.44 | 83.83 | |
| Ensemble (Weighted)Method Category=Ensemble, Aggregation=Weighted2025.07 | 93.64 | 99.55 | 83.34 | |
| QWEN3-E-8B with LiRABackbone=QWEN3-E-8B, LiRA integration=true2025.10 | 87.03 | — | — | |
| QWEN3-E-8BYear=20252025.10 | 85.94 | — | — | |
| LUSIFERYear=20252025.10 | 57.81 | — | — | |
| E5-MISTRAL with LiRABackbone=E5-MISTRAL, LiRA integration=true2025.10 | 57.24 | — | — | |
| E5-MISTRALYear=20242025.10 | 54.75 | — | — | |
| ST5-XXLYear=20212025.10 | 41.68 | — | — | |
| GTE-LARGE with LiRABackbone=GTE-LARGE, LiRA integration=true2025.10 | 38.29 | — | — | |
| GTR-XXLYear=20212025.10 | 38.02 | — | — | |
| BGE-EN-1.5 with LiRABackbone=BGE-EN-1.5, LiRA integration=true2025.10 | 35.64 | — | — | |
| GTE-LARGEYear=20232025.10 | 31.82 | — | — | |
| BGE-EN-1.5Year=20232025.10 | 31.19 | — | — | |
| E5-LARGEYear=20242025.10 | 31.12 | — | — | |
| CONTRIEVERYear=20222025.10 | 22.94 | — | — | |
| SIMCSEYear=20212025.10 | 18.35 | — | — |