diff --git a/website/docs/usage/_benchmarks-models.md b/website/docs/usage/_benchmarks-models.md
index a722c894f..1e755e39d 100644
--- a/website/docs/usage/_benchmarks-models.md
+++ b/website/docs/usage/_benchmarks-models.md
@@ -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>
 
diff --git a/website/docs/usage/facts-figures.md b/website/docs/usage/facts-figures.md
index 52696b7dc..269ac5e17 100644
--- a/website/docs/usage/facts-figures.md
+++ b/website/docs/usage/facts-figures.md
@@ -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}
 
 -->