diff --git a/website/docs/usage/_benchmarks-models.md b/website/docs/usage/_benchmarks-models.md
index a604c4b57..becd313f4 100644
--- a/website/docs/usage/_benchmarks-models.md
+++ b/website/docs/usage/_benchmarks-models.md
@@ -1,14 +1,14 @@
 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>
 
 | 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` (spaCy v2)                                |   91.9 |   97.2 | 85.9 |                                                                 10k |                                                                    |
+| `en_core_web_lg` (spaCy v2)                                |   91.9 |   97.2 |      |                                                                 10k |                                                                    |
 
 <figcaption class="caption">
 
@@ -23,9 +23,9 @@ import { Help } from 'components/typography'; import Link from 'components/link'
 
 | Named Entity Recognition System                                                | OntoNotes | CoNLL '03 |
 | ------------------------------------------------------------------------------ | --------: | --------: |
-| spaCy RoBERTa (2020)                                                           |           |      92.2 |
-| spaCy CNN (2020)                                                               |      85.3 |      88.4 |
-| spaCy CNN (2017)                                                               |      86.4 |           |
+| spaCy RoBERTa (2020)                                                           |      89.7 |      91.6 |
+| spaCy CNN (2020)                                                               |      84.5 |           |
+| 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 |
diff --git a/website/docs/usage/facts-figures.md b/website/docs/usage/facts-figures.md
index a31559b04..2707f68fa 100644
--- a/website/docs/usage/facts-figures.md
+++ b/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>                                               | 96.8 | 95.0 |
-| spaCy CNN (2020)<sup>1</sup>                                                   | 93.7 | 91.8 |
+| spaCy RoBERTa (2020)<sup>1</sup>                                               | 95.5 | 94.3 |
+| spaCy CNN (2020)<sup>1</sup>                                                   |      |      |
 | [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 |