Error Detection on CoNLL-14 (test1)
25.14PBiLSTM-JOINT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BiLSTM-JOINTOptimization=all auxiliary objectives2018.11 | 25.14 | 15.22 | 22.14 | |
| Ann+PAT+MTTraining Data=Manual annotation + Pattern-based AEG + SMT-based AEG2017.07 | 23.28 | 18.01 | 21.87 | |
| BiLSTM-ATTNSupervision=only for sequence labeling2018.11 | 21.69 | 11.42 | 18.16 | |
| Ann+PATTraining Data=Manual annotation + Pattern-based AEG2017.07 | 21.07 | 15.02 | 19.47 | |
| Ann+FY14Training Data=Manual annotation + Felice and Yuan (2014) artificial data2017.07 | 20.48 | 14.41 | 18.88 | |
| Ann+MTTraining Data=Manual annotation + SMT-based AEG2017.07 | 19.52 | 20.79 | 19.73 | |
| Rei (2017)Description=best system from Rei (2017)2018.11 | 17.68 | 19.07 | 17.86 | |
| AnnotationTraining Data=Manual annotation only2017.07 | 16.12 | 18.42 | 16.52 | |
| Rei & Yannakoudakis (2016)Training Data=Provided in original publication2017.07 | 15.4 | 22.8 | 16.4 |