Binary-class N-ary Relation Extraction on PubMed
85.6Accuracy (B-Cross)AGGCN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AGGCN2019.06 | 85.6 | 87.1 | 87 | 85.2 | |
| GCNK (pruning distance)=22019.06 | 83.7 | 84.7 | 85 | 83.8 | |
| GS GLSTM2019.06 | 83.6 | 80.3 | 83.2 | 83.5 | |
| GCNK (pruning distance)=Full Tree2019.06 | 83.6 | 84.3 | 84.8 | 84.2 | |
| GCNK (pruning distance)=12019.06 | 83.4 | 85.4 | 85.7 | 83.5 | |
| GCNK (pruning distance)=02019.06 | 82.7 | 85.8 | 85.8 | 82.8 | |
| Graph LSTM-FULLMulti-task learning=true2019.06 | 78.5 | — | 82 | — | |
| Graph LSTM-FULL2019.06 | 76.7 | 77.9 | 80.7 | 75.6 | |
| Graph LSTM-EMBED2019.06 | 76.5 | 76.5 | 80.6 | 74.3 | |
| Bidir DAG LSTM2019.06 | 76.4 | 75.6 | 77.3 | 76.9 | |
| SPTree2019.06 | 75.9 | — | — | 75.9 | |
| Feature-Based2019.06 | 75.2 | 74.7 | 77.7 | 73.9 |