Document Retrieval on MS MARCO document retrieval (DL'20)
72NDCG@10SPLADE-v2
Evaluation Results
| Method | Links | |
|---|---|---|
| SPLADE-v2Backbone Size=None2026.06 | 72 | |
| STORM64Backbone Size=8B2026.06 | 67.3 | |
| STORM64Backbone Size=4B2026.06 | 64.4 | |
| LLaMA2-Llama2VecSize=7B, Fine-tuning strategy=hard2023.12 | 63.6 | |
| LLaMA2-RepLLaMASize=7B, Fine-tuning strategy=hard2023.12 | 63.2 | |
| MuGIBackbone Size=8B2026.06 | 61.7 | |
| QUESTERBackbone Size=4B2026.06 | 60.8 | |
| STORM32Backbone Size=1.7B2026.06 | 60.2 | |
| W2PBackbone Size=8B2026.06 | 59.9 | |
| W2PBackbone Size=4B2026.06 | 58.8 | |
| MuGIBackbone Size=1.7B2026.06 | 58.8 | |
| MuGIBackbone Size=4B2026.06 | 57.8 | |
| STORM32Backbone Size=0.6B2026.06 | 57.2 | |
| W2PBackbone Size=1.7B2026.06 | 56.1 | |
| QUESTERBackbone Size=0.6B2026.06 | 55.3 | |
| QUESTERBackbone Size=1.7B2026.06 | 54.8 | |
| MuGIBackbone Size=0.6B2026.06 | 54.8 | |
| BM252023.12 | 52.9 | |
| W2PBackbone Size=0.6B2026.06 | 51.1 | |
| RM3Backbone Size=None2026.06 | 49 | |
| BM25Backbone Size=None2026.06 | 48 | |
| HyDEBackbone Size=4B2026.06 | 41.7 | |
| HyDEBackbone Size=8B2026.06 | 40.7 | |
| HyDEBackbone Size=1.7B2026.06 | 34.9 | |
| HyDEBackbone Size=0.6B2026.06 | 25.6 |