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Update docs [ci skip]

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Ines Montani 2020-10-14 14:58:45 +02:00
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website/docs/usage/_benchmarks-models.md
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import { Help } from 'components/typography'; import Link from 'components/link' import { Help } from 'components/typography'; import Link from 'components/link'
<!-- TODO: update numbers, add note on previous NER evaluation issues --> <!-- TODO: update speed and v2 NER numbers -->
<figure> <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> | | 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) | | | | | 6k | | [`en_core_web_trf`](/models/en#en_core_web_trf) (spaCy v3) | 95.5 | 98.3 | 89.7 | 1k | 8k |
| [`en_core_web_lg`](/models/en#en_core_web_lg) (spaCy v3) | 92.2 | 97.4 | 85.8 | 7k | | | [`en_core_web_lg`](/models/en#en_core_web_lg) (spaCy v3) | 92.2 | 97.4 | 85.8 | 7k | |
| `en_core_web_lg` (spaCy v2) | 91.9 | 97.2 | 85.9 | 10k | | | `en_core_web_lg` (spaCy v2) | 91.9 | 97.2 | | 10k | |
<figcaption class="caption"> <figcaption class="caption">
@ -23,9 +23,9 @@ import { Help } from 'components/typography'; import Link from 'components/link'
| Named Entity Recognition System | OntoNotes | CoNLL '03 | | Named Entity Recognition System | OntoNotes | CoNLL '03 |
| ------------------------------------------------------------------------------ | --------: | --------: | | ------------------------------------------------------------------------------ | --------: | --------: |
| spaCy RoBERTa (2020) | | 92.2 | | spaCy RoBERTa (2020) | 89.7 | 91.6 |
| spaCy CNN (2020) | 85.3 | 88.4 | | spaCy CNN (2020) | 84.5 | |
| spaCy CNN (2017) | 86.4 | | | spaCy CNN (2017) | | |
| [Stanza](https://stanfordnlp.github.io/stanza/) (StanfordNLP)<sup>1</sup> | 88.8 | 92.1 | | [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 | | <Link to="https://github.com/flairNLP/flair" hideIcon>Flair</Link><sup>2</sup> | 89.7 | 93.1 |
| BERT Base<sup>3</sup> | - | 92.4 | | BERT Base<sup>3</sup> | - | 92.4 |

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website/docs/usage/facts-figures.md
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@ -65,8 +65,8 @@ import Benchmarks from 'usage/\_benchmarks-models.md'
| Dependency Parsing System | UAS | LAS | | Dependency Parsing System | UAS | LAS |
| ------------------------------------------------------------------------------ | ---: | ---: | | ------------------------------------------------------------------------------ | ---: | ---: |
| spaCy RoBERTa (2020)<sup>1</sup> | 96.8 | 95.0 | | spaCy RoBERTa (2020)<sup>1</sup> | 95.5 | 94.3 |
| spaCy CNN (2020)<sup>1</sup> | 93.7 | 91.8 | | spaCy CNN (2020)<sup>1</sup> | | |
| [Mrini et al.](https://khalilmrini.github.io/Label_Attention_Layer.pdf) (2019) | 97.4 | 96.3 | | [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 | | [Zhou and Zhao](https://www.aclweb.org/anthology/P19-1230/) (2019) | 97.2 | 95.7 |