Combinatory Categorial Grammar on CCG (test)
0.961AccuracyCVT + Multi-task + Large
Evaluation Results
| Method | Links | |
|---|---|---|
| CVT + Multi-task + LargeSemi-supervised=true, Multi-task=true, Model Size=Large2018.09 | 0.961 | |
| CVT + Multi-Task + LargeSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Large2018.09 | 0.9605 | |
| CVT + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 0.96 | |
| CVT + Multi-TaskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 0.9597 | |
| ELMo + Multi-taskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 0.9591 | |
| ELMo + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 0.959 | |
| ELMo (our implementation)Semi-supervised=true, Multi-task=false2018.09 | 0.958 | |
| ELMoSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 0.9579 | |
| CVTSemi-supervised=true, Multi-task=false2018.09 | 0.957 | |
| CVTSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 0.9565 | |
| Word DropoutSemi-supervised=true, Multi-task=false2018.09 | 0.952 | |
| Word DropoutSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 0.952 | |
| Shortcut LSTMSemi-supervised=false, Multi-task=false2018.09 | 0.951 | |
| Virtual Adversarial TrainingSemi-supervised=true, Multi-task=false2018.09 | 0.951 | |
| Shortcut LSTMSupervision Type=Supervised2018.09 | 0.9508 | |
| Virtual Adversarial TrainingSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 0.9507 | |
| SupervisedSupervision Type=Supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 0.9494 | |
| SupervisedSemi-supervised=false, Multi-task=false2018.09 | 0.949 | |
| Tri-Trained LSTMSupervision Type=Semi-supervised2018.09 | 0.947 |