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Update docs [ci skip]

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Ines Montani 2020-10-15 17:27:24 +02:00
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27
website/docs/usage/_benchmarks-models.md
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@ -1,14 +1,12 @@
import { Help } from 'components/typography'; import Link from 'components/link'
<!-- TODO: update speed and v2 NER numbers -->
<figure>
| Pipeline | 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) | 95.5 | 98.3 | 89.4 | 1k | 8k |
| [`en_core_web_lg`](/models/en#en_core_web_lg) (spaCy v3) | 92.2 | 97.4 | 85.4 | 7k | |
| `en_core_web_lg` (spaCy v2) | 91.9 | 97.2 | 85.7 | 10k | |
| Pipeline | Parser | Tagger | NER |
| ---------------------------------------------------------- | -----: | -----: | ---: |
| [`en_core_web_trf`](/models/en#en_core_web_trf) (spaCy v3) | 95.5 | 98.3 | 89.4 |
| [`en_core_web_lg`](/models/en#en_core_web_lg) (spaCy v3) | 92.2 | 97.4 | 85.4 |
| `en_core_web_lg` (spaCy v2) | 91.9 | 97.2 | 85.5 |
<figcaption class="caption">
@ -22,13 +20,11 @@ the development set).
<figure>
| Named Entity Recognition System | OntoNotes | CoNLL '03 |
| ------------------------------------------------------------------------------ | --------: | --------: |
| spaCy RoBERTa (2020) | 89.7 | 91.6 |
| 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 |
| Named Entity Recognition System | OntoNotes | CoNLL '03 |
| -------------------------------- | --------: | --------: |
| spaCy RoBERTa (2020) | 89.7 | 91.6 |
| Stanza (StanfordNLP)<sup>1</sup> | 88.8 | 92.1 |
| Flair<sup>2</sup> | 89.7 | 93.1 |
<figcaption class="caption">
@ -39,8 +35,7 @@ the development set).
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).
[Akbik et al. (2018)](https://www.aclweb.org/anthology/C18-1139/).
</figcaption>

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website/docs/usage/facts-figures.md
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@ -78,7 +78,6 @@ import Benchmarks from 'usage/\_benchmarks-models.md'
| Dependency Parsing System | UAS | LAS |
| ------------------------------------------------------------------------------ | ---: | ---: |
| 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 |
@ -93,30 +92,6 @@ results. Project template:
</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}
-->