Entity Retrieval on ZESHEL (test)
91.55Recall@64MVD
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MVDApproach=Multi-view Enhanced Distillation2023.05 | 91.55 | 52.51 | 64.77 | 73.43 | 79.74 | 84.35 | 88.17 | 90.43 | |
| SOMApproach=Represents entities by tokens and computes relevance via sum-of-max operation2023.05 | 89.62 | — | — | — | — | — | — | — | |
| MuVERApproach=Multi-view entity representations2023.05 | 89.52 | 43.49 | 58.56 | 68.78 | 75.87 | 81.33 | 85.86 | 88.35 | |
| GERApproach=Mention/entity centralized graphs2023.05 | 85.65 | 42.86 | — | 66.48 | 73 | 78.11 | 82.15 | 84.41 | |
| BLINK*Reproduced by=Ma et al. (2021), Context length=5122023.05 | 85.56 | 45.59 | 57.55 | 66.1 | 72.47 | 77.65 | 81.69 | 84.31 | |
| BLINKArchitecture=Typical dual-encoder2023.05 | 82.06 | — | — | — | — | — | — | — | |
| BM25Type=Sparse retrieval model based on exact term matching2023.05 | 69.26 | — | — | — | — | — | — | — | |
| ARBORESCENCEApproach=Mention/entity centralized graphs2023.05 | — | 50.31 | 61.04 | 68.34 | 74.26 | 78.4 | 82.02 | 85.11 | |
| Partalidou et al. (2022)2023.05 | — | — | — | — | — | — | — | 84.28 |