2020-09-12 15:05:10 +00:00
import { Help } from 'components/typography'; import Link from 'components/link'
<!-- TODO: update, add project template -->
< figure >
| System | Parser | Tagger | NER | WPS< br / > CPU < Help > words per second on CPU, higher is better< / Help > | WPS< br / > GPU < Help > words per second on GPU, higher is better< / Help > |
| ------------------------------------------------------------------------- | ----------------: | ----------------: | ---: | ------------------------------------------------------------------: | -----------------------------------------------------------------: |
| [`en_core_web_trf` ](/models/en#en_core_web_trf ) (spaCy v3) | | | | | 6k |
| [`en_core_web_lg` ](/models/en#en_core_web_lg ) (spaCy v3) | | | | | |
| `en_core_web_lg` (spaCy v2) | 91.9 | 97.2 | 85.9 | 10k | |
| [Stanza ](https://stanfordnlp.github.io/stanza/ ) (StanfordNLP)< sup > 1</ sup > | _n/a_ < sup > 2</ sup > | _n/a_ < sup > 2</ sup > | 88.8 | 234 | 2k |
| < Link to = "https://github.com/flairNLP/flair" hideIcon > Flair< / Link > | - | 97.9 | 89.3 | | |
< figcaption class = "caption" >
**Accuracy and speed on the
[OntoNotes 5.0 ](https://catalog.ldc.upenn.edu/LDC2013T19 ) corpus.**< br /> **1. **
[Qi et al. (2020) ](https://arxiv.org/pdf/2003.07082.pdf ). **2. ** _Coming soon_ :
Qi et al. don't report parsing and tagging results on OntoNotes. We're working
on training Stanza on this corpus to allow direct comparison.
< / figcaption >
< / figure >
< figure >
2020-09-13 15:59:38 +00:00
| System | POS | UAS | LAS |
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| ------------------------------------------------------------------------------ | ---: | ---: | ---: |
| spaCy RoBERTa (2020) | | | |
| spaCy CNN (2020) | | | |
| [Mrini et al. ](https://khalilmrini.github.io/Label_Attention_Layer.pdf ) (2019) | 97.3 | 97.4 | 96.3 |
| [Zhou and Zhao ](https://www.aclweb.org/anthology/P19-1230/ ) (2019) | 97.3 | 97.2 | 95.7 |
< figcaption class = "caption" >
**Accuracy on the Penn Treebank.** See
[NLP-progress ](http://nlpprogress.com/english/dependency_parsing.html ) for more
results.
< / figcaption >
< / figure >
