Dependency Parsing on Dep. Parse (test)
96.61UASCVT + Multi-Task + Large
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CVT + Multi-Task + LargeSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Large2018.09 | 96.61 | 95.02 | |
| CVT + Multi-task + LargeSemi-supervised=true, Multi-task=true, Model Size=Large2018.09 | 96.6 | 95 | |
| CVT + Multi-TaskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 96.44 | 94.83 | |
| ELMo + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 96.4 | 94.8 | |
| CVT + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 96.4 | 94.8 | |
| ELMo + Multi-taskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 96.4 | 94.79 | |
| ELMoSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 96.22 | 94.44 | |
| ELMo (our implementation)Semi-supervised=true, Multi-task=false2018.09 | 96.2 | 94.4 | |
| Stack PointerSemi-supervised=false, Multi-task=false2018.09 | 95.9 | 94.2 | |
| CVTSemi-supervised=true, Multi-task=false2018.09 | 95.9 | 94.1 | |
| Stack PointerSupervision Type=Supervised2018.09 | 95.87 | 94.19 | |
| CVTSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 95.86 | 94.06 | |
| Deep BiaffineSupervision Type=Supervised2018.09 | 95.74 | 94.08 | |
| BiaffineSemi-supervised=false, Multi-task=false2018.09 | 95.7 | 94.1 | |
| Word DropoutSemi-supervised=true, Multi-task=false2018.09 | 95.6 | 93.8 | |
| Word DropoutSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 95.56 | 93.8 | |
| Virtual Adversarial TrainingSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 95.44 | 93.72 | |
| Virtual Adversarial TrainingSemi-supervised=true, Multi-task=false2018.09 | 95.4 | 93.7 | |
| SupervisedSemi-supervised=false, Multi-task=false2018.09 | 95.1 | 93.3 | |
| SupervisedSupervision Type=Supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 95.08 | 93.27 | |
| NPMSupervision Type=Supervised2018.09 | 94.9 | 93 | |
| JMTSemi-supervised=false, Multi-task=true2018.09 | 94.7 | 92.9 | |
| JMT*Supervision Type=Semi-supervised, Learning Paradigm=Multi-task2018.09 | 94.67 | 92.9 |