diff --git a/website/docs/api/doc.mdx b/website/docs/api/doc.mdx
index 13c59c4af..0a5826500 100644
--- a/website/docs/api/doc.mdx
+++ b/website/docs/api/doc.mdx
@@ -37,7 +37,7 @@ Construct a `Doc` object. The most common way to get a `Doc` object is via the
 | `words`                                  | A list of strings or integer hash values to add to the document as words. ~~Optional[List[Union[str,int]]]~~                                                                                            |
 | `spaces`                                 | A list of boolean values indicating whether each word has a subsequent space. Must have the same length as `words`, if specified. Defaults to a sequence of `True`. ~~Optional[List[bool]]~~            |
 | _keyword-only_                           |                                                                                                                                                                                                         |
-| `user\_data`                             | Optional extra data to attach to the Doc. ~~Dict~~                                                                                                                                                      |
+| `user_data`                              | Optional extra data to attach to the Doc. ~~Dict~~                                                                                                                                                      |
 | `tags` <Tag variant="new">3</Tag>        | A list of strings, of the same length as `words`, to assign as `token.tag` for each word. Defaults to `None`. ~~Optional[List[str]]~~                                                                   |
 | `pos` <Tag variant="new">3</Tag>         | A list of strings, of the same length as `words`, to assign as `token.pos` for each word. Defaults to `None`. ~~Optional[List[str]]~~                                                                   |
 | `morphs` <Tag variant="new">3</Tag>      | A list of strings, of the same length as `words`, to assign as `token.morph` for each word. Defaults to `None`. ~~Optional[List[str]]~~                                                                 |
diff --git a/website/docs/models/index.mdx b/website/docs/models/index.mdx
index 371e4460f..366d44f0e 100644
--- a/website/docs/models/index.mdx
+++ b/website/docs/models/index.mdx
@@ -21,8 +21,8 @@ menu:
 ## Package naming conventions {id="conventions"}
 
 In general, spaCy expects all pipeline packages to follow the naming convention
-of `[lang]\_[name]`. For spaCy's pipelines, we also chose to divide the name
-into three components:
+of `[lang]_[name]`. For spaCy's pipelines, we also chose to divide the name into
+three components:
 
 1. **Type:** Capabilities (e.g. `core` for general-purpose pipeline with
    tagging, parsing, lemmatization and named entity recognition, or `dep` for