Relation Extraction on NYT 520K (test)
92Precision@100DSRE-VAE (+KB)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DSRE-VAE (+KB)Bag Size=All, KB=True2021.05 | 92 | 80.5 | 73 | 81.8 | |
| DSRE-VAE (+KB)Bag Size=Two, KB=True2021.05 | 88 | 77 | 69.7 | 78.2 | |
| CGREBag Size=Two2021.05 | 88 | 76 | 71.7 | 78.6 | |
| CGREBag Size=All2021.05 | 88 | 77.5 | 73.3 | 79.6 | |
| CGREBag Size=One2021.05 | 86 | 74.5 | 68 | 76.2 | |
| PCNN+BATTBag Size=All2021.05 | 86 | 75.5 | 68.3 | 76.6 | |
| DSRE-VAE (+KB)Bag Size=One, KB=True2021.05 | 85 | 73.5 | 67 | 75.2 | |
| PCNN+ATTBag Size=All2021.05 | 83 | 69.5 | 67 | 73.2 | |
| PCNN+BATTBag Size=Two2021.05 | 81 | 72 | 67.4 | 72.6 | |
| DSRE-VAEBag Size=One, KB=False2021.05 | 79 | 70 | 63.3 | 70.6 | |
| PCNN+ATT+ENTBag Size=Two2021.05 | 79 | 70 | 64 | 71 | |
| DSRE-VAEBag Size=All, KB=False2021.05 | 79 | 75.5 | 69 | 74.5 | |
| PCNN+ATT+ENTBag Size=All2021.05 | 79 | 70.5 | 66.7 | 72.1 | |
| PCNN+ATT+ENTBag Size=One2021.05 | 78 | 68 | 66 | 70.7 | |
| PCNN+ATTBag Size=Two2021.05 | 78 | 69 | 65.7 | 70.9 | |
| DSRE-VAEBag Size=Two, KB=False2021.05 | 77 | 70 | 66 | 71 | |
| PCNN+HATTBag Size=All2021.05 | 77 | 73.5 | 69 | 73.2 | |
| PCNN+HATTBag Size=Two2021.05 | 76 | 73.5 | 67.7 | 72.4 | |
| PCNN+HATTBag Size=One2021.05 | 75 | 70 | 66 | 70.3 | |
| PCNN+ATTBag Size=One2021.05 | 74 | 65 | 61.3 | 66.8 | |
| PCNN+BATTBag Size=One2021.05 | 74 | 65 | 63.7 | 67.6 | |
| RESIDEBag Size=All2021.05 | 70 | 65.5 | 58 | 64.5 | |
| RESIDEBag Size=One2021.05 | 68 | 67.5 | 63.3 | 66.3 | |
| RESIDEBag Size=Two2021.05 | 65 | 61.5 | 58 | 61.5 |