diff --git a/content/docs/sidebar.json b/content/docs/sidebar.json
index 46aecf3f0f..988781d143 100644
--- a/content/docs/sidebar.json
+++ b/content/docs/sidebar.json
@@ -620,7 +620,6 @@
         "slug": "dvclive-with-dvc"
       },
       {
-        "label": "ML Frameworks",
         "slug": "ml-frameworks",
         "source": "dvclive/ml-frameworks/index.md",
         "children": [
@@ -667,7 +666,6 @@
         ]
       },
       {
-        "label": "API Reference",
         "slug": "api-reference",
         "source": "api-reference/index.md",
         "children": [
diff --git a/plugins/gatsby-theme-iterative-docs/src/utils/shared/sidebar.js b/plugins/gatsby-theme-iterative-docs/src/utils/shared/sidebar.js
index 4ac64503e7..a804ec6c9c 100644
--- a/plugins/gatsby-theme-iterative-docs/src/utils/shared/sidebar.js
+++ b/plugins/gatsby-theme-iterative-docs/src/utils/shared/sidebar.js
@@ -23,12 +23,19 @@
 const { titleCase } = require('title-case')
 const sidebar = require('../../../sidebar')
 
+const UPPERCASE_KEYWORDS_REGEX = /dvc|cml|api|mlem|ml|ldb/g
 const PATH_ROOT = '/doc'
 const FILE_ROOT = '/docs/'
 const FILE_EXTENSION = '.md'
 
-function dvcTitleCase(slug) {
-  return titleCase(slug.replace(/dvc/g, 'DVC').replace(/-/g, ' '))
+function uppercaseSlugKeywords(slug) {
+  return slug.replace(UPPERCASE_KEYWORDS_REGEX, match => {
+    return match.toUpperCase()
+  })
+}
+
+function slugTitleCase(slug) {
+  return titleCase(uppercaseSlugKeywords(slug).replace(/-/g, ' '))
 }
 
 function validateRawItem({ slug, source, children, type, url }) {
@@ -113,7 +120,7 @@ function normalizeItem({ rawItem, parentPath, resultRef, prevRef }) {
       return {
         path: relativePath ? `${PATH_ROOT}/${relativePath}` : PATH_ROOT,
         source: source === false ? false : sourcePath,
-        label: label ? label : dvcTitleCase(slug),
+        label: label ? label : slugTitleCase(slug),
         tutorials: tutorials || {},
         prev,
         next: undefined,