diff --git a/docs/hooks.py b/docs/hooks.py
new file mode 100644
index 0000000..f36a49f
--- /dev/null
+++ b/docs/hooks.py
@@ -0,0 +1,78 @@
+"""Module declaring the hooks for Mkdocs."""
+
+import json
+import os
+
+from mkdocs.config.defaults import MkDocsConfig
+from mkdocs.structure.nav import Page
+
+
+def on_page_markdown(markdown: str, page: Page, config: MkDocsConfig, **kwargs) -> str:
+    """Function that runs before rendering the markdown.
+
+    See https://www.mkdocs.org/dev-guide/plugins/#events for more details.
+
+    Args:
+        markdown (str): The markdown content of the page.
+        page (Page): The page being rendered.
+        config (MkDocsConfig): The configuration.
+        **kwargs: Keywords arguments to pass to the given function.
+
+    Returns:
+        str: The updated markdown content.
+    """
+    if page.file.src_uri == "leaderboard.md":
+        lines = markdown.split("\n")
+        entries = []
+        for line in lines:
+            if line.startswith(">>>"):
+                # This is a line with a path to a result file
+                # -> parse it and extract the results
+                kb_name, result_file_path = line[3:].split("|")
+
+                with open(os.path.join(config.docs_dir, result_file_path), "r") as f:
+                    res = json.load(f)
+
+                entries.append(
+                    {
+                        "kb_name": kb_name,
+                        "score": res["overall_score"],
+                        "nwp": res["next_word_prediction"]["score"]["top3_accuracy"],
+                        "acp": res["auto_completion"]["score"]["top3_accuracy"],
+                        "acr": res["auto_correction"]["score"]["fscore"],
+                    }
+                )
+
+        # Sort according to the overall score
+        entries.sort(reverse=True, key=lambda x: x["score"])
+
+        # Find the best scores to highlight
+        best_score = max(entries, key=lambda x: x["score"])["score"]
+        best_nwp = max(entries, key=lambda x: x["nwp"])["nwp"]
+        best_acp = max(entries, key=lambda x: x["acp"])["acp"]
+        best_acr = max(entries, key=lambda x: x["acr"])["acr"]
+
+        # Replace the lines accordingly
+        for i, line in enumerate(lines):
+            if line.startswith(">>>"):
+                e = entries.pop(0)
+
+                score = f"{round(e['score'], 2):g}"
+                nwp = f"{round(e['nwp'], 2):g}"
+                acp = f"{round(e['acp'], 2):g}"
+                acr = f"{round(e['acr'], 2):g}"
+
+                # Highlight the best scores
+                if e["score"] == best_score:
+                    score = f"**{score}**"
+                if e["nwp"] == best_nwp:
+                    nwp = f"**{nwp}**"
+                if e["acp"] == best_acp:
+                    acp = f"**{acp}**"
+                if e["acr"] == best_acr:
+                    acr = f"**{acr}**"
+
+                # Overwrite the line
+                lines[i] = f"| {e['kb_name']} | {score} | {nwp} | {acp} | {acr} |"
+
+        return "\n".join(lines)
diff --git a/docs/javascripts/tablesort.js b/docs/javascripts/tablesort.js
new file mode 100644
index 0000000..3319325
--- /dev/null
+++ b/docs/javascripts/tablesort.js
@@ -0,0 +1,6 @@
+document$.subscribe(function() {
+    var tables = document.querySelectorAll("article table:not([class])")
+    tables.forEach(function(table) {
+        new Tablesort(table)
+    })
+})
diff --git a/mkdocs.yml b/mkdocs.yml
index e8488c7..6dfe5cb 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -39,13 +39,17 @@ nav:
   - Welcome: "index.md"
   - "usage.md"
   - "emulated_keyboard.md"
+  - "emu_setup.md"
   - "how_testing_is_done.md"
   - "architecture.md"
-  - "emu_setup.md"
+  - "leaderboard.md"
   - Code reference:
     - "public_api.md"
     - "internals.md"
 
+hooks:
+  - docs/hooks.py
+
 plugins:
   - search
   - mkdocstrings:
@@ -64,3 +68,7 @@ extra:
 
 extra_css:
   - css/mkdocstrings.css
+
+extra_javascript:
+  - https://unpkg.com/tablesort@5.3.0/dist/tablesort.min.js
+  - javascripts/tablesort.js