Joint Entity and Relation Extraction on NYT-10 (test)
69.3PrecisionLSTM-CRF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LSTM-CRFapproach=tagging (end-to-end)2017.06 | 69.3 | 31 | 42.8 | |
| LSTM-LSTMapproach=tagging (end-to-end)2017.06 | 68.2 | 32 | 43.6 | |
| LSTM-LSTM-Biasapproach=tagging (end-to-end)2017.06 | 61.5 | 41.4 | 49.5 | |
| DS-Jointapproach=jointly extracting2017.06 | 57.4 | 25.6 | 35.4 | |
| FCMapproach=pipelined2017.06 | 55.3 | 15.4 | 24 | |
| CoTypeapproach=jointly extracting2017.06 | 42.3 | 51.1 | 46.3 | |
| MultiRapproach=jointly extracting2017.06 | 33.8 | 32.7 | 33.3 | |
| LINEapproach=pipelined2017.06 | 33.5 | 32.9 | 33.2 | |
| DS+logisticapproach=pipelined2017.06 | 25.8 | 39.3 | 31.1 |