Entity Extraction on ACE04
86.89F1 ScoreUIE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UIEBackbone=T5-v1.1-large, Pre-training=Large-scale structure-text data2022.03 | 86.89 | — | — | — | |
| Yan et al. (2021b)Type=Comparable SOTA2022.03 | 86.84 | — | — | — | |
| SELBackbone=T5-v1.1-large, Pre-training=None2022.03 | 86.52 | — | — | — | |
| SPTree2016.01 | 81.8 | 80.8 | 82.9 | — | |
| Li and Ji2016.01 | 79.7 | 83.5 | 76.2 | — | |
| Neural Transition-based Modelw/s=14452018.10 | 73.3 | — | — | — | |
| Katiyar and Cardie2018.10 | 72.7 | — | — | — | |
| Neural Transition-based Model (w/o char-level LSTM)w/s=15462018.10 | 72.3 | — | — | — | |
| Neural Transition-based Model (w/o dropout layer)w/s=14402018.10 | 71.7 | — | — | — | |
| Neural Transition-based Model (w/o pre-trained embeddings)w/s=14522018.10 | 71.3 | — | — | — | |
| Muis and Luw/s=2632018.10 | 64.5 | — | — | — | |
| Lu and Rothw/s=4542018.10 | 62.8 | — | — | — | |
| CodexPrompt Type=code, Shots=12023.05 | 54.27 | — | — | 53.96 | |
| UIE-largePrompt Type=text, Shots=12023.05 | 35.25 | — | — | — |