Universal Dependencies Parsing on Tweebank v2 (test)
79.4LAS F1Ensemble (20)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ensemble (20)ensemble_size=20, base_architecture=Ballesteros et al. (2015)2018.04 | 79.4 | 83.4 | 0.2 | |
| Distillation w/ explorationalpha=1, learning_from_exploration=true, type=transition-based parser distillation2018.04 | 77.9 | 82.1 | 2.3 | |
| Distillationalpha=0.9, type=transition-based parser distillation2018.04 | 77.8 | 82 | 2.3 | |
| Dozat et al. (2017)system_type=graph-based parser, representations=character-based word representations, classifier=biaffine2018.04 | 77.7 | 81.8 | 1.7 | |
| Distillationalpha=1, type=transition-based parser distillation2018.04 | 77.6 | 81.8 | 2.3 | |
| Kong et al. (2014)system_type=graph-based parser, features=lexical features, word cluster, decoding=dual decomposition2018.04 | 76.9 | 81.4 | 0.3 | |
| Ballesteros et al. (2015)architecture=stack LSTM, parsing_algorithm=greedy transition-based2018.04 | 75.7 | 80.2 | 2.3 | |
| twpipePipeline stage=UD parsing2018.04 | 74 | — | — | |
| Dozat et al. (2017) parserPipeline stage=UD parsing2018.04 | 71.4 | — | — |