Information Retrieval on Gov 500K
0.5095nDCG@5GR2P
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GR2PRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.5095 | 0.5506 | 0.2167 | |
| QLMRetrieval Type=Sparse Retrieval2024.09 | 0.4987 | 0.5379 | 0.1851 | |
| BM25Retrieval Type=Sparse Retrieval2024.09 | 0.4984 | 0.5374 | 0.1848 | |
| GR2SRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4869 | 0.5364 | 0.2125 | |
| RIPORRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4713 | 0.4831 | 0.1978 | |
| NOVORetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4675 | 0.4796 | 0.1935 | |
| GenRetRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4672 | 0.4792 | 0.1931 | |
| GenRRLRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4669 | 0.4789 | 0.1928 | |
| LTRGRRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4663 | 0.4783 | 0.1923 | |
| Ultron-PQRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4658 | 0.4775 | 0.1911 | |
| NCIRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4635 | 0.4722 | 0.1783 | |
| DSI-QGRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.4566 | 0.4602 | 0.1702 | |
| SPLADERetrieval Type=Sparse Retrieval2024.09 | 0.437 | 0.4445 | 0.1575 | |
| PseudoQRetrieval Type=Dense Retrieval2024.09 | 0.4168 | 0.5134 | 0.1801 | |
| ANCERetrieval Type=Dense Retrieval2024.09 | 0.4152 | 0.5129 | 0.1794 | |
| DocT5queryRetrieval Type=Sparse Retrieval2024.09 | 0.3936 | 0.4177 | 0.1258 | |
| SEALRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.3914 | 0.4418 | 0.1592 | |
| DPRRetrieval Type=Dense Retrieval2024.09 | 0.3236 | 0.4417 | 0.1597 | |
| RepBERTRetrieval Type=Dense Retrieval2024.09 | 0.3101 | 0.4305 | 0.1446 | |
| DSI-SemRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.2497 | 0.3392 | 0.1215 | |
| DSI-NumRetrieval Type=Generative Retrieval, Backbone=T5-base2024.09 | 0.2484 | 0.3237 | 0.1052 |