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Update docs [ci skip]
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@ -12,8 +12,8 @@ import { Help } from 'components/typography'; import Link from 'components/link'
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<figcaption class="caption">
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**Accuracy and speed on the
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[OntoNotes 5.0](https://catalog.ldc.upenn.edu/LDC2013T19) corpus.**
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**Full pipeline accuracy and speed** on the
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[OntoNotes 5.0](https://catalog.ldc.upenn.edu/LDC2013T19) corpus.
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</figcaption>
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@ -65,28 +65,22 @@ import Benchmarks from 'usage/\_benchmarks-models.md'
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| System | UAS | LAS |
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| ------------------------------------------------------------------------------ | ---: | ---: |
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| spaCy RoBERTa (2020) | 96.8 | 95.0 |
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| spaCy CNN (2020) | 93.7 | 91.8 |
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| spaCy RoBERTa (2020)<sup>1</sup> | 96.8 | 95.0 |
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| spaCy CNN (2020)<sup>1</sup> | 93.7 | 91.8 |
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| [Mrini et al.](https://khalilmrini.github.io/Label_Attention_Layer.pdf) (2019) | 97.4 | 96.3 |
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| [Zhou and Zhao](https://www.aclweb.org/anthology/P19-1230/) (2019) | 97.2 | 95.7 |
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<figcaption class="caption">
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**Accuracy on the Penn Treebank.** See
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**Dependency parsing accuracy** on the Penn Treebank. See
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[NLP-progress](http://nlpprogress.com/english/dependency_parsing.html) for more
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results.
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results. **1. ** Project template:
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[`benchmarks/parsing_penn_treebank`](%%GITHUB_PROJECTS/benchmarks/parsing_penn_treebank).
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</figcaption>
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</figure>
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<Project id="benchmarks/parsing_penn_treebank">
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The easiest way to reproduce spaCy's benchmarks on the Penn Treebank is to clone
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our project template.
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</Project>
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<!-- TODO: ## Citing spaCy {#citation}
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-->
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@ -213,7 +213,7 @@ a quick web demo. It looks pretty similar to a config file used to define CI
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pipelines.
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```yaml
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https://github.com/explosion/projects/tree/v3/pipelines/tagger_parser_ud/project.yml
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%%GITHUB_PROJECTS/pipelines/tagger_parser_ud/project.yml
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```
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| Section | Description |
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@ -24,6 +24,7 @@ const branch = isNightly ? 'develop' : 'master'
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// Those variables are going to be replaced in the Markdown, e.g. %%GITHUB_SPACY
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const replacements = {
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GITHUB_SPACY: `https://github.com/explosion/spaCy/tree/${branch}`,
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GITHUB_PROJECTS: `https://github.com/${site.projectsRepo}`,
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}
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/**
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