From d7ab6a2ffe8e11ee644286ea815bae8cf59bfabb Mon Sep 17 00:00:00 2001
From: Ines Montani <ines@ines.io>
Date: Thu, 24 Sep 2020 12:37:21 +0200
Subject: [PATCH] Update docs [ci skip]

---
 website/docs/usage/_benchmarks-models.md | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/website/docs/usage/_benchmarks-models.md b/website/docs/usage/_benchmarks-models.md
index a00229867..4b25418b5 100644
--- a/website/docs/usage/_benchmarks-models.md
+++ b/website/docs/usage/_benchmarks-models.md
@@ -22,12 +22,13 @@ import { Help } from 'components/typography'; import Link from 'components/link'
 <figure>
 
 | Named Entity Recognition Model                                                 | OntoNotes | CoNLL '03 |
-| ------------------------------------------------------------------------------ | --------: | --------- |
-| spaCy RoBERTa (2020)                                                           |
-| spaCy CNN (2020)                                                               |           |
-| spaCy CNN (2017)                                                               |      86.4 |
-| [Stanza](https://stanfordnlp.github.io/stanza/) (StanfordNLP)<sup>1</sup>      |      88.8 |
-| <Link to="https://github.com/flairNLP/flair" hideIcon>Flair</Link><sup>2</sup> |      89.7 |
+| ------------------------------------------------------------------------------ | --------: | --------: |
+| spaCy RoBERTa (2020)                                                           |           |      92.2 |
+| spaCy CNN (2020)                                                               |           |      88.4 |
+| spaCy CNN (2017)                                                               |      86.4 |           |
+| [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 |
 
 <figcaption class="caption">
 
@@ -36,7 +37,8 @@ import { Help } from 'components/typography'; import Link from 'components/link'
 [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/)
+**2. ** [Akbik et al. (2018)](https://www.aclweb.org/anthology/C18-1139/). **3.
+** [Devlin et al. (2018)](https://arxiv.org/abs/1810.04805).
 
 </figcaption>