diff --git a/website/docs/api/language.md b/website/docs/api/language.md
index 254ad8fb1..c44339ff5 100644
--- a/website/docs/api/language.md
+++ b/website/docs/api/language.md
@@ -140,6 +140,7 @@ Evaluate a model's pipeline components.
 | `batch_size`                                 | int      | The batch size to use.                                                                                                                                        |
 | `scorer`                                     | `Scorer` | Optional [`Scorer`](/api/scorer) to use. If not passed in, a new one will be created.                                                                         |
 | `component_cfg` <Tag variant="new">2.1</Tag> | dict     | Config parameters for specific pipeline components, keyed by component name.                                                                                  |
+| **RETURNS**                                  | Scorer   | The scorer containing the evaluation scores.                                                                                                                  |
 
 ## Language.begin_training {#begin_training tag="method"}
 
diff --git a/website/docs/usage/linguistic-features.md b/website/docs/usage/linguistic-features.md
index 7549a3985..4128fa73f 100644
--- a/website/docs/usage/linguistic-features.md
+++ b/website/docs/usage/linguistic-features.md
@@ -576,11 +576,11 @@ import DisplacyEntHtml from 'images/displacy-ent2.html'
 
 ## Entity Linking {#entity-linking}
 
-To ground the named entities into the "real-world", spaCy provides functionality
+To ground the named entities into the "real world", spaCy provides functionality
 to perform entity linking, which resolves a textual entity to a unique
-identifier from a knowledge base (KB).
-
-The default model assigns WikiData identifiers, but you can create your own
+identifier from a knowledge base (KB). The
+[processing scripts](https://github.com/explosion/spaCy/tree/master/bin/wiki_entity_linking)
+we provide use WikiData identifiers, but you can create your own
 [`KnowledgeBase`](/api/kb) and
 [train a new Entity Linking model](/usage/training#entity-linker) using that
 custom-made KB.