Part-of-Speech Tagging on POS (test)
97.79AccuracyELMo + Multi-task
Evaluation Results
| Method | Links | |
|---|---|---|
| ELMo + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 97.79 | |
| ELMo + Multi-taskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 97.79 | |
| CVT + Multi-taskSemi-supervised=true, Multi-task=true2018.09 | 97.76 | |
| CVT + Multi-TaskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.09 | 97.76 | |
| CVT + Multi-task + LargeSemi-supervised=true, Multi-task=true, Model Size=Large2018.09 | 97.74 | |
| CVT + Multi-Task + LargeSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Large2018.09 | 97.74 | |
| ELMo (our implementation)Semi-supervised=true, Multi-task=false2018.09 | 97.72 | |
| ELMoSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 97.72 | |
| CVTSemi-supervised=true, Multi-task=false2018.09 | 97.7 | |
| CVTSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 97.7 | |
| Word DropoutSemi-supervised=true, Multi-task=false2018.09 | 97.66 | |
| Word DropoutSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 97.66 | |
| Virtual Adversarial TrainingSemi-supervised=true, Multi-task=false2018.09 | 97.64 | |
| Virtual Adversarial TrainingSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 97.64 | |
| SupervisedSemi-supervised=false, Multi-task=false2018.09 | 97.6 | |
| SupervisedSupervision Type=Supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.09 | 97.6 | |
| JMTSemi-supervised=false, Multi-task=true2018.09 | 97.55 | |
| LSTM-CNN-CRFSupervision Type=Supervised2018.09 | 97.55 | |
| JMT*Supervision Type=Semi-supervised, Learning Paradigm=Multi-task2018.09 | 97.55 | |
| Shortcut LSTMSemi-supervised=false, Multi-task=false2018.09 | 97.53 | |
| Shortcut LSTMSupervision Type=Supervised2018.09 | 97.53 | |
| LM-LSTM-CNN-CRFSupervision Type=Supervised2018.09 | 97.53 | |
| ZEN (P)Initialization=Pre-trained, Backbone Scale=Base2019.11 | 96.64 | |
| BERT (P)Initialization=Pre-trained, Backbone Scale=Base2019.11 | 96.1 | |
| ZEN (R)Initialization=Random, Backbone Scale=Base2019.11 | 95.82 | |
| BERT (R)Initialization=Random, Backbone Scale=Base2019.11 | 95.43 | |
| Ref.2023.05 | 92.28 | |
| TAPIR-Trfdelay=22023.05 | 91.49 | |
| TAPIR-Trfdelay=12023.05 | 91.35 | |
| TAPIR-Trfdelay=02023.05 | 91.32 | |
| TAPIR-LTdelay=02023.05 | 90.9 | |
| TAPIR-LTdelay=12023.05 | 90.83 | |
| TAPIR-LTdelay=22023.05 | 90.65 |