Event Extraction on ACE05 Evt
74.08Event Trigger F1UniEX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniEXNumber of Parameters=372M, Backbone=RoBERTa-large2023.05 | 74.08 | 53.92 | |
| E2HModel Scale=large2023.05 | 73.5 | 55.67 | |
| UIEBackbone=T5-v1.1-large, Pre-training=Large-scale structure-text data2022.03 | 73.36 | 54.79 | |
| UIEPre-training (large-scale continued)=true2023.05 | 73.36 | 54.79 | |
| Lin et al. (2020)Type=Comparable SOTA2022.03 | 72.8 | 54.8 | |
| SELBackbone=T5-v1.1-large, Pre-training=None2022.03 | 72.63 | 54.67 | |
| UIENumber of Parameters=770M, Backbone=T5-large2023.05 | 72.63 | 54.67 | |
| Text2Event2023.05 | 71.8 | 54.4 | |
| T5Model Scale=large2023.05 | 71.45 | 54.08 | |
| DEGREE2023.05 | 70.9 | 56.3 | |
| UniEXNumber of Parameters=132M, Backbone=RoBERTa-base2023.05 | 70.86 | 50.67 | |
| E2HModel Scale=base2023.05 | 69.99 | 52.85 | |
| T5Model Scale=base2023.05 | 69.68 | 50.65 | |
| TANLNumber of Parameters=220M, Backbone=T5-base2023.05 | 68.4 | 47.6 | |
| UIE-basedata_regime=AVE-R2022.03 | 52.51 | — | |
| UIE-base w/o SSIdata_regime=AVE-R2022.03 | 48.39 | — | |
| UIE-basedata_regime=AVE-S2022.03 | 47.53 | — | |
| Fine-tuned T5-basedata_regime=AVE-R2022.03 | 46.67 | — | |
| T5-v1.1-basedata_regime=AVE-R2022.03 | 44.08 | — | |
| UIE-base w/o SSIdata_regime=AVE-S2022.03 | 43.73 | — | |
| Fine-tuned T5-basedata_regime=AVE-S2022.03 | 43.25 | — | |
| UIE-basedata_regime=1-Shot2022.03 | 38.14 | — | |
| T5-v1.1-basedata_regime=AVE-S2022.03 | 37.77 | — | |
| UIE-base w/o SSIdata_regime=1-Shot2022.03 | 32.07 | — | |
| Fine-tuned T5-basedata_regime=1-Shot2022.03 | 30.18 | — | |
| T5-v1.1-basedata_regime=1-Shot2022.03 | 19.4 | — | |
| Fine-tuned T5-basedata_regime=1-Shot2022.03 | — | 6.96 | |
| Fine-tuned T5-basedata_regime=AVE-S2022.03 | — | 21 | |
| Fine-tuned T5-basedata_regime=AVE-R2022.03 | — | 22.09 | |
| T5-v1.1-basedata_regime=1-Shot2022.03 | — | 2.75 | |
| T5-v1.1-basedata_regime=AVE-S2022.03 | — | 16.83 | |
| T5-v1.1-basedata_regime=AVE-R2022.03 | — | 18.67 | |
| UIE-basedata_regime=1-Shot2022.03 | — | 11.88 | |
| UIE-basedata_regime=AVE-S2022.03 | — | 24.32 | |
| UIE-basedata_regime=AVE-R2022.03 | — | 26.5 | |
| UIE-base w/o SSIdata_regime=1-Shot2022.03 | — | 9.31 | |
| UIE-base w/o SSIdata_regime=AVE-S2022.03 | — | 21.2 | |
| UIE-base w/o SSIdata_regime=AVE-R2022.03 | — | 23.67 |