diff --git a/website/docs/usage/processing-pipelines.md b/website/docs/usage/processing-pipelines.md
index a863c6c32..614f113b3 100644
--- a/website/docs/usage/processing-pipelines.md
+++ b/website/docs/usage/processing-pipelines.md
@@ -265,7 +265,7 @@ for doc in nlp.pipe(texts, disable=["tagger", "parser"]):
 
 If you need to **execute more code** with components disabled – e.g. to reset
 the weights or update only some components during training – you can use the
-[`nlp.select_pipes`](/api/language#select_pipes) contextmanager. At the end of
+[`nlp.select_pipes`](/api/language#select_pipes) context manager. At the end of
 the `with` block, the disabled pipeline components will be restored
 automatically. Alternatively, `select_pipes` returns an object that lets you
 call its `restore()` method to restore the disabled components when needed. This
@@ -274,7 +274,7 @@ blocks.
 
 ```python
 ### Disable for block
-# 1. Use as a contextmanager
+# 1. Use as a context manager
 with nlp.select_pipes(disable=["tagger", "parser"]):
     doc = nlp("I won't be tagged and parsed")
 doc = nlp("I will be tagged and parsed")
diff --git a/website/docs/usage/v3.md b/website/docs/usage/v3.md
index d71ecba31..8aad49cd1 100644
--- a/website/docs/usage/v3.md
+++ b/website/docs/usage/v3.md
@@ -249,7 +249,7 @@ The following methods, attributes and commands are new in spaCy v3.0.
 | ----------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
 | [`Token.lex`](/api/token#attributes)                                                                                          | Access a token's [`Lexeme`](/api/lexeme).                                                                                                                                                        |
 | [`Token.morph`](/api/token#attributes) [`Token.morph_`](/api/token#attributes)                                                | Access a token's morphological analysis.                                                                                                                                                         |
-| [`Language.select_pipes`](/api/language#select_pipes)                                                                         | Contextmanager for enabling or disabling specific pipeline components for a block.                                                                                                               |
+| [`Language.select_pipes`](/api/language#select_pipes)                                                                         | Context manager for enabling or disabling specific pipeline components for a block.                                                                                                               |
 | [`Language.analyze_pipes`](/api/language#analyze_pipes)                                                                       | [Analyze](/usage/processing-pipelines#analysis) components and their interdependencies.                                                                                                          |
 | [`Language.resume_training`](/api/language#resume_training)                                                                   | Experimental: continue training a pretrained model and initialize "rehearsal" for components that implement a `rehearse` method to prevent catastrophic forgetting.                              |
 | [`@Language.factory`](/api/language#factory) [`@Language.component`](/api/language#component)                                 | Decorators for [registering](/usage/processing-pipelines#custom-components) pipeline component factories and simple stateless component functions.                                               |
@@ -336,13 +336,13 @@ Note that spaCy v3.0 now requires **Python 3.6+**.
   [training config](/usage/training#config).
 - [`Language.add_pipe`](/api/language#add_pipe) now takes the **string name** of
   the component factory instead of the component function.
-- **Custom pipeline components** now needs to be decorated with the
+- **Custom pipeline components** now need to be decorated with the
   [`@Language.component`](/api/language#component) or
   [`@Language.factory`](/api/language#factory) decorator.
 - [`Language.update`](/api/language#update) now takes a batch of
   [`Example`](/api/example) objects instead of raw texts and annotations, or
   `Doc` and `GoldParse` objects.
-- The `Language.disable_pipes` contextmanager has been replaced by
+- The `Language.disable_pipes` context manager has been replaced by
   [`Language.select_pipes`](/api/language#select_pipes), which can explicitly
   disable or enable components.
 - The [`Language.update`](/api/language#update),