Update docs [ci skip]

website/docs/usage/_benchmarks-models.md

@@ -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 (2020)                                                               |      84.5 |      87.4 |
-| spaCy CNN (2017)                                                               |           |           |
 | [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).
+more results. Project template:
-**2. ** [Akbik et al. (2018)](https://www.aclweb.org/anthology/C18-1139/). **3.
+[`benchmarks/ner_conll03`](%%GITHUB_PROJECTS/benchmarks/ner_conll03). **1. **
-** [Devlin et al. (2018)](https://arxiv.org/abs/1810.04805).
+[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>
 

website/docs/usage/facts-figures.md

@@ -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 RoBERTa (2020)                                                           | 95.5 | 94.3 |
-| spaCy CNN (2020)<sup>1</sup>                                                   |      |      |
+| 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}
 
 -->