Relation Extraction on NYT-Freebase (test)
92.3P@10KGPool+gnn
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KGPool+gnnalpha (α)=3, Aggregator=GNN2021.06 | 92.3 | — | — | — | — | 85.4 | |
| KGPool+gnnalpha (α)=2, Aggregator=GNN2021.06 | 91 | — | — | — | — | 85 | |
| KGPool+gnnalpha (α)=4, Aggregator=GNN2021.06 | 90.6 | — | — | — | — | 84.4 | |
| KGPool+gnnalpha (α)=1, Aggregator=GNN2021.06 | 90.1 | — | — | — | — | 86.7 | |
| PCNN+ATT2017.07 | 90 | 100 | 80 | 75 | 70 | — | |
| ResCNN-9layers=92017.07 | 90 | 100 | 100 | 90 | 88 | — | |
| RECONTask Configuration=Sentential, Components=Full RECON Model2020.09 | 87.5 | — | — | — | — | 74.1 | |
| RECON2021.06 | 87.5 | — | — | — | — | 74.1 | |
| RECON-EAC-KGGATTask Configuration=Sentential, Components=EAC + KG Graph Attention Network2020.09 | 86.2 | — | — | — | — | 72.1 | |
| HRERE2021.06 | 86.1 | — | — | — | — | 76.6 | |
| KGPool+lstmalpha (α)=3, Aggregator=LSTM2021.06 | 84.1 | — | — | — | — | 70.6 | |
| KGPool+lstmalpha (α)=1, Aggregator=LSTM2021.06 | 83.7 | — | — | — | — | 72.7 | |
| RECON-EACTask Configuration=Sentential, Components=Entity Attribute Context (EAC)2020.09 | 83.5 | — | — | — | — | 73.4 | |
| RECON-EAC2021.06 | 83.5 | — | — | — | — | 73.4 | |
| KGPool+lstmalpha (α)=2, Aggregator=LSTM2021.06 | 83.5 | — | — | — | — | 71.6 | |
| KGPool+lstmalpha (α)=4, Aggregator=LSTM2021.06 | 83.1 | — | — | — | — | 72.1 | |
| Wu-20192021.06 | 81.7 | — | — | — | — | 61.8 | |
| GP-GNNTask Configuration=Sentential2020.09 | 81.3 | — | — | — | — | 63.1 | |
| GP-GNN2021.06 | 81.3 | — | — | — | — | 63.1 | |
| Ye-Ling-20192021.06 | 78.9 | — | — | — | — | 62.4 | |
| Sorokin-LSTMTask Configuration=Sentential2020.09 | 75.4 | — | — | — | — | 58.7 | |
| Sorokin-LSTM2021.06 | 75.4 | — | — | — | — | 58.7 | |
| RESIDE2021.06 | 73.6 | — | — | — | — | 59.5 |