Document Retrieval on MS MARCO (DL'19)
73NDCG@10SPLADE-v2
Evaluation Results
| Method | Links | |
|---|---|---|
| SPLADE-v2Backbone Size=None2026.06 | 73 | |
| MuGIBackbone Size=8B2026.06 | 69.1 | |
| LLaMA2-Llama2VecSize=7B, Fine-tuning strategy=hard2023.12 | 68.2 | |
| MuGIBackbone Size=4B2026.06 | 66.4 | |
| STORM64Backbone Size=8B2026.06 | 66.1 | |
| W2PBackbone Size=8B2026.06 | 66 | |
| LLaMA2-RepLLaMASize=7B, Fine-tuning strategy=hard2023.12 | 65 | |
| STORM64Backbone Size=4B2026.06 | 63.7 | |
| COILSize=110M, Fine-tuning strategy=hard2023.12 | 63.6 | |
| STORM32Backbone Size=1.7B2026.06 | 63.3 | |
| QUESTERBackbone Size=4B2026.06 | 63.1 | |
| ANCE (max-p)Size=125M, Fine-tuning strategy=hard2023.12 | 62.8 | |
| ADORESize=110M, Fine-tuning strategy=hard2023.12 | 62.8 | |
| W2PBackbone Size=4B2026.06 | 62.7 | |
| COSTASize=110M, Fine-tuning strategy=hard2023.12 | 62.6 | |
| MuGIBackbone Size=1.7B2026.06 | 62.6 | |
| ANCE (first-p)Size=125M, Fine-tuning strategy=hard2023.12 | 61.5 | |
| W2PBackbone Size=1.7B2026.06 | 61 | |
| B-PROPSize=110M2023.12 | 60.1 | |
| PROPSize=110M2023.12 | 59.6 | |
| STORM32Backbone Size=0.6B2026.06 | 56.7 | |
| W2PBackbone Size=0.6B2026.06 | 55.9 | |
| MuGIBackbone Size=0.6B2026.06 | 54.1 | |
| QUESTERBackbone Size=0.6B2026.06 | 54.1 | |
| QUESTERBackbone Size=1.7B2026.06 | 53.2 | |
| RM3Backbone Size=None2026.06 | 52.2 | |
| BM252023.12 | 51.9 | |
| HyDEBackbone Size=4B2026.06 | 51.7 | |
| BM25Backbone Size=None2026.06 | 50.6 | |
| HyDEBackbone Size=8B2026.06 | 49.4 | |
| HyDEBackbone Size=1.7B2026.06 | 42.7 | |
| HyDEBackbone Size=0.6B2026.06 | 33.8 |