diff --git a/website/docs/api/top-level.md b/website/docs/api/top-level.md
index 2ebdb911e..882dfa193 100644
--- a/website/docs/api/top-level.md
+++ b/website/docs/api/top-level.md
@@ -329,10 +329,10 @@ See the [`Transformer`](/api/transformer) API reference and
 >     return annotation_sette
 > ```
 
-| Registry name                                                | Description                                                                                                                                                                                                                                       |
-| ------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| [`span_getters`](/api/transformer#span_getters)              | Registry for functions that take a batch of `Doc` objects and return a list of `Span` objects to process by the transformer, e.g. sentences.                                                                                                      |
-| [`annotation_setters`](/api/transformers#annotation_setters) | Registry for functions that create annotation setters. Annotation setters are functions that take a batch of `Doc` objects and a [`FullTransformerBatch`](/api/transformer#fulltransformerbatch) and can set additional annotations on the `Doc`. |
+| Registry name                                               | Description                                                                                                                                                                                                                                       |
+| ----------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [`span_getters`](/api/transformer#span_getters)             | Registry for functions that take a batch of `Doc` objects and return a list of `Span` objects to process by the transformer, e.g. sentences.                                                                                                      |
+| [`annotation_setters`](/api/transformer#annotation_setters) | Registry for functions that create annotation setters. Annotation setters are functions that take a batch of `Doc` objects and a [`FullTransformerBatch`](/api/transformer#fulltransformerbatch) and can set additional annotations on the `Doc`. |
 
 ## Training data loaders and batchers {#loaders-batchers new="3"}
 
diff --git a/website/src/widgets/quickstart-training.js b/website/src/widgets/quickstart-training.js
index 5f9b9acf3..53c3a0efb 100644
--- a/website/src/widgets/quickstart-training.js
+++ b/website/src/widgets/quickstart-training.js
@@ -68,6 +68,10 @@ const QuickstartTraining = ({ id, title, download = 'config.cfg' }) => {
                     id: code,
                     title: name,
                 }))
+                const recommendedTrf = Object.assign(
+                    {},
+                    ...langs.map(({ code }) => ({ [code]: { sm: 'TODO', lg: 'TODO' } }))
+                )
                 return (
                     <Quickstart
                         download={download}
@@ -85,14 +89,20 @@ const QuickstartTraining = ({ id, title, download = 'config.cfg' }) => {
                         <span>[components]</span>
                         <br />
                         <span>[components.transformer]</span>
-                        <QS optimize="efficiency">name = "{MODELS_SMALL[lang]}"</QS>
-                        <QS optimize="accuracy">name = "{MODELS_LARGE[lang]}"</QS>
+                        <QS optimize="efficiency">name = "{recommendedTrf[lang].sm}"</QS>
+                        <QS optimize="accuracy">name = "{recommendedTrf[lang].lg}"</QS>
                         {!!pipeline.length && <br />}
                         {pipeline.map((pipe, i) => (
                             <>
                                 {i !== 0 && <br />}
                                 <span>[components.{pipe}]</span>
                                 <span>factory = "{pipe}"</span>
+                                <QS config="independent">
+                                    <br />
+                                    [components.parser.model.tok2vec]
+                                    <br />
+                                    @architectures = "spacy.Tok2Vec.v1"
+                                </QS>
                             </>
                         ))}
                     </Quickstart>