Dependency Parsing on PTB
96.3LASMrini et al.
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mrini et al.2020.10 | 96.3 | 97.4 | |
| ACEMode=Fine-tune2020.10 | 95.8 | 97.2 | |
| Zhou and ZhaoBERT=true, Embeddings=Structured-skipgram, Dependency and constituency info=true2020.10 | 95.72 | 97.2 | |
| Zhou and Zhao2020.10 | 95.7 | 97.2 | |
| XLNETMode=Fine-tune2020.10 | 95.6 | 97 | |
| Biaf2025.09 | 95.36 | — | |
| Local2OBERT=true2020.10 | 95.34 | 96.91 | |
| Local1OBERT=true2020.10 | 95.32 | 96.86 | |
| Single2OBERT=true2020.10 | 95.31 | 96.86 | |
| Wang and Tu2020.10 | 95.3 | 96.9 | |
| Single1OBERT=true2020.10 | 95.2 | 96.82 | |
| Clark et al.BERT=true, Embeddings=ELMo, Semi-supervised multi-task=true2020.10 | 95 | 96.6 | |
| Li et al.2020.10 | 94.8 | 96.6 | |
| Zhang et al.2020.10 | 94.5 | 96.1 | |
| Zhang et al.BERT=false, Model selection on dev set=true, Use POS tags=false2020.10 | 94.49 | 96.14 | |
| Local2OBERT=false, Model selection on dev set=true, Use POS tags=false2020.10 | 94.47 | 96.12 | |
| F&GBERT=false, Embeddings=Structured-skipgram2020.10 | 94.43 | 96.04 | |
| Local2OBERT=false, Embeddings=GloVe2020.10 | 94.34 | 95.98 | |
| BaseEncoding=4-bit (B4)2025.09 | 94.34 | — | |
| Ji et al.BERT=false, Embeddings=GloVe2020.10 | 94.31 | 95.97 | |
| Local1OBERT=false, Embeddings=GloVe2020.10 | 94.23 | 95.83 | |
| Ma et al.BERT=false, Embeddings=Structured-skipgram2020.10 | 94.19 | 95.87 | |
| Single2OBERT=false, Embeddings=GloVe2020.10 | 94.19 | 95.86 | |
| GaTEncoding=7-bit (B7)2025.09 | 94.19 | — | |
| GNNBERT=false, Embeddings=GloVe2020.10 | 94.15 | 95.87 | |
| Dozat and ManningBERT=false, Embeddings=GloVe2020.10 | 94.08 | 95.74 | |
| Single1OBERT=false, Embeddings=GloVe2020.10 | 94.04 | 95.75 | |
| DiTEncoding=2-planar bracketing (B)2025.09 | 92.39 | — | |
| LSTMEncoding=2-planar bracketing (B)2025.09 | 90.41 | — | |
| SSDEncoding=2-planar bracketing (B)2025.09 | 66.25 | — | |
| LSTMEncoding=7-bit (B7)2025.09 | 62.65 | — |