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	Update docs [ci skip]
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				|  | @ -24,8 +24,7 @@ import { Help } from 'components/typography'; import Link from 'components/link' | |||
| | Named Entity Recognition System                                                | OntoNotes | CoNLL '03 | | ||||
| | ------------------------------------------------------------------------------ | --------: | --------: | | ||||
| | spaCy RoBERTa (2020)                                                           |      89.7 |      91.6 | | ||||
| | spaCy CNN (2020)                                                               |      84.5 |           | | ||||
| | spaCy CNN (2017)                                                               |           |           | | ||||
| | spaCy CNN (2020)                                                               |      84.5 |      87.4 | | ||||
| | [Stanza](https://stanfordnlp.github.io/stanza/) (StanfordNLP)<sup>1</sup>      |      88.8 |      92.1 | | ||||
| | <Link to="https://github.com/flairNLP/flair" hideIcon>Flair</Link><sup>2</sup> |      89.7 |      93.1 | | ||||
| | BERT Base<sup>3</sup>                                                          |         - |      92.4 | | ||||
|  | @ -36,9 +35,11 @@ import { Help } from 'components/typography'; import Link from 'components/link' | |||
| [OntoNotes 5.0](https://catalog.ldc.upenn.edu/LDC2013T19) and | ||||
| [CoNLL-2003](https://www.aclweb.org/anthology/W03-0419.pdf) corpora. See | ||||
| [NLP-progress](http://nlpprogress.com/english/named_entity_recognition.html) for | ||||
| more results. **1. ** [Qi et al. (2020)](https://arxiv.org/pdf/2003.07082.pdf). | ||||
| **2. ** [Akbik et al. (2018)](https://www.aclweb.org/anthology/C18-1139/). **3. | ||||
| ** [Devlin et al. (2018)](https://arxiv.org/abs/1810.04805). | ||||
| more results. Project template: | ||||
| [`benchmarks/ner_conll03`](%%GITHUB_PROJECTS/benchmarks/ner_conll03). **1. ** | ||||
| [Qi et al. (2020)](https://arxiv.org/pdf/2003.07082.pdf). **2. ** | ||||
| [Akbik et al. (2018)](https://www.aclweb.org/anthology/C18-1139/). **3. ** | ||||
| [Devlin et al. (2018)](https://arxiv.org/abs/1810.04805). | ||||
| 
 | ||||
| </figcaption> | ||||
| 
 | ||||
|  |  | |||
|  | @ -65,8 +65,8 @@ import Benchmarks from 'usage/\_benchmarks-models.md' | |||
| 
 | ||||
| | Dependency Parsing System                                                      |  UAS |  LAS | | ||||
| | ------------------------------------------------------------------------------ | ---: | ---: | | ||||
| | spaCy RoBERTa (2020)<sup>1</sup>                                               | 95.5 | 94.3 | | ||||
| | spaCy CNN (2020)<sup>1</sup>                                                   |      |      | | ||||
| | spaCy RoBERTa (2020)                                                           | 95.5 | 94.3 | | ||||
| | spaCy CNN (2020)                                                               |      |      | | ||||
| | [Mrini et al.](https://khalilmrini.github.io/Label_Attention_Layer.pdf) (2019) | 97.4 | 96.3 | | ||||
| | [Zhou and Zhao](https://www.aclweb.org/anthology/P19-1230/) (2019)             | 97.2 | 95.7 | | ||||
| 
 | ||||
|  | @ -74,13 +74,37 @@ import Benchmarks from 'usage/\_benchmarks-models.md' | |||
| 
 | ||||
| **Dependency parsing accuracy** on the Penn Treebank. See | ||||
| [NLP-progress](http://nlpprogress.com/english/dependency_parsing.html) for more | ||||
| results. **1. ** Project template: | ||||
| results. Project template: | ||||
| [`benchmarks/parsing_penn_treebank`](%%GITHUB_PROJECTS/benchmarks/parsing_penn_treebank). | ||||
| 
 | ||||
| </figcaption> | ||||
| 
 | ||||
| </figure> | ||||
| 
 | ||||
| ### Speed comparison {#benchmarks-speed} | ||||
| 
 | ||||
| <!-- TODO: intro --> | ||||
| 
 | ||||
| <figure> | ||||
| 
 | ||||
| | Library | Pipeline                                        | WPS CPU <Help>words per second on CPU, higher is better</Help> | WPS GPU <Help>words per second on GPU, higher is better</Help> | | ||||
| | ------- | ----------------------------------------------- | -------------------------------------------------------------: | -------------------------------------------------------------: | | ||||
| | spaCy   | [`en_core_web_md`](/models/en#en_core_web_md)   | | ||||
| | spaCy   | [`en_core_web_trf`](/models/en#en_core_web_trf) | | ||||
| | Stanza  | `en_ewt`                                        |                                                                | | ||||
| | Flair   | `pos-fast_ner-fast`                             | | ||||
| | Flair   | `pos_ner`                                       | | ||||
| | UDPipe  | `english-ewt-ud-2.5`                            | | ||||
| 
 | ||||
| <figcaption class="caption"> | ||||
| 
 | ||||
| **End-to-end processing speed** on raw unannotated text. Project template: | ||||
| [`benchmarks/speed`](%%GITHUB_PROJECTS/benchmarks/speed). | ||||
| 
 | ||||
| </figcaption> | ||||
| 
 | ||||
| </figure> | ||||
| 
 | ||||
| <!-- TODO: ## Citing spaCy {#citation} | ||||
| 
 | ||||
| --> | ||||
|  |  | |||
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