Fine-grained Entity Typing on FGN (test)
88.81F1 ScoreCVT + Multi-Task + Large
Evaluation Results
| Method | Links | |
|---|---|---|
| CVT + Multi-Task + LargeSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Large2018.09 | 88.81 | |
| CVT + Multi-task + LargeSemi-supervised=true, Multi-task=true, Model Size=Large2018.09 | 88.8 | |
| CVTSemi-supervised=true, Multi-task=false2018.09 | 88.7 | |
| CVTSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 88.68 | |
| ELMo (our implementation)Semi-supervised=true, Multi-task=false2018.09 | 88.5 | |
| ELMoSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 88.49 | |
| CVT + Multi-TaskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 88.42 | |
| ELMo + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 88.4 | |
| CVT + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 88.4 | |
| ELMo + Multi-taskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 88.37 | |
| Word DropoutSemi-supervised=true, Multi-task=false2018.09 | 88.1 | |
| Word DropoutSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 88.06 | |
| Virtual Adversarial TrainingSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 87.91 | |
| Virtual Adversarial TrainingSemi-supervised=true, Multi-task=false2018.09 | 87.9 | |
| SupervisedSemi-supervised=false, Multi-task=false2018.09 | 87.5 | |
| SupervisedSupervision Type=Supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 87.48 | |
| ID-CNN-CRFSupervision Type=Supervised2018.09 | 86.84 | |
| ID-CNN-CRFSemi-supervised=false, Multi-task=false2018.09 | 86.8 | |
| LSTM-CNNSupervision Type=Supervised2018.09 | 86.28 |