POS tagging on PTB (test)
97.78AccuracyLing et al.
Evaluation Results
| Method | Links | |
|---|---|---|
| Ling et al.char=true, CRF=false2019.02 | 97.78 | |
| Star-Transformer + Char + CRFchar=true, CRF=true2019.02 | 97.68 | |
| Star-Transformer + Charchar=true, CRF=false2019.02 | 97.64 | |
| Huang et al.2018.05 | 97.55 | |
| Ma and Hovy2018.05 | 97.55 | |
| Yang et al.2018.05 | 97.55 | |
| S-LSTMTrain (s)=237, Test (s)=22.162018.05 | 97.55 | |
| Huang et al.char=true, CRF=true2019.02 | 97.55 | |
| Ma and Hovychar=true, CRF=true2019.02 | 97.55 | |
| Zhang et al.char=true, CRF=true2019.02 | 97.55 | |
| Søgaard2018.05 | 97.5 | |
| Akhundov et al.char=true, CRF=true2019.02 | 97.43 | |
| BiLSTMlayers=2, Train (s)=501, Test (s)=43.992018.05 | 97.41 | |
| BiLSTMlayers=3, Train (s)=746, Test (s)=64.962018.05 | 97.4 | |
| Sun2018.05 | 97.36 | |
| BiLSTMlayers=1, Train (s)=254, Test (s)=22.52018.05 | 97.35 | |
| Collobert et al.2018.05 | 97.29 | |
| Collobert et al.char=true, CRF=true2019.02 | 97.29 | |
| Manning2018.05 | 97.28 | |
| Star-Transformerchar=false, CRF=false2019.02 | 97.14 | |
| Transformer + Charchar=true, CRF=false2019.02 | 97.04 | |
| Transformer2023.11 | 96.44 | |
| Transformerchar=false, CRF=false2019.02 | 96.31 | |
| Probabilistic Transformer2023.11 | 96.29 |