Sentential Relation Extraction on Wikidata (test)
88.6PrecisionKGPool
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| KGPoolaggregator=GNN, alpha (a)=12021.06 | 88.6 | — | — | — | — | — | — | 88.59 | 88.6 | |
| KGPoolaggregator=GNN, alpha (a)=22021.06 | 88.57 | — | — | — | — | — | — | 88.56 | 88.57 | |
| KGPoolaggregator=GNN, alpha (a)=32021.06 | 88.54 | — | — | — | — | — | — | 88.55 | 88.54 | |
| KGPoolaggregator=GNN, alpha (a)=42021.06 | 88.52 | — | — | — | — | — | — | 88.5 | 88.51 | |
| RECON2021.06 | 87.24 | — | — | — | — | — | — | 87.23 | 87.23 | |
| RECON-EAC2021.06 | 85.44 | — | — | — | — | — | — | 85.41 | 85.42 | |
| KGPoolaggregator=LSTM, alpha (a)=12021.06 | 84.2 | — | — | — | — | — | — | 82.19 | 84.2 | |
| KGPoolaggregator=LSTM, alpha (a)=22021.06 | 84.12 | — | — | — | — | — | — | 84.13 | 84.12 | |
| KGPoolaggregator=LSTM, alpha (a)=32021.06 | 84 | — | — | — | — | — | — | 83.97 | 83.98 | |
| KGPoolaggregator=LSTM, alpha (a)=42021.06 | 83.81 | — | — | — | — | — | — | 83.79 | 83.8 | |
| GP-GNN2021.06 | 82.3 | — | — | — | — | — | — | 82.28 | 82.29 | |
| Context-LSTM2021.06 | 72.09 | — | — | — | — | — | — | 72.06 | 72.07 | |
| Context-Aware LSTM2020.09 | — | 72.09 | 72.06 | 72.07 | 69.21 | 13.96 | 17.2 | — | — | |
| GP-GNN2020.09 | — | 82.3 | 82.28 | 82.29 | 42.24 | 24.63 | 31.12 | — | — | |
| RECONKG Context=Full configuration2020.09 | — | 87.24 | 87.23 | 87.23 | 63.59 | 33.91 | 44.23 | — | — | |
| RECON-EACEntity Attribute Context=Included2020.09 | — | 85.44 | 85.41 | 85.42 | 62.56 | 28.29 | 38.96 | — | — | |
| RECON-EAC-KGGATEntity Attribute Context=Included, KG Triples Context=Included (KGGAT)2020.09 | — | 86.48 | 86.49 | 86.48 | 59.92 | 30.7 | 40.6 | — | — |