diff --git a/examples/diagnostics_and_criticism/Bayes_factor.ipynb b/examples/diagnostics_and_criticism/Bayes_factor.ipynb
index a38b70ead..f8dc3a735 100644
--- a/examples/diagnostics_and_criticism/Bayes_factor.ipynb
+++ b/examples/diagnostics_and_criticism/Bayes_factor.ipynb
@@ -6,8 +6,8 @@
    "source": [
     "(Bayes_factor)=\n",
     "# Bayes Factors and Marginal Likelihood\n",
-    ":::{post} Dec 21, 2021\n",
-    ":tags: BART, Bayesian additive regression trees, non-parametric, regression\n",
+    ":::{post} Jun 1, 2022\n",
+    ":tags: Bayes Factors, model comparison\n",
     ":category: beginner, explanation\n",
     ":author: Osvaldo Martin\n",
     ":::"
diff --git a/myst_nbs/diagnostics_and_criticism/Bayes_factor.myst.md b/myst_nbs/diagnostics_and_criticism/Bayes_factor.myst.md
index dcda7bd78..2df4b4f34 100644
--- a/myst_nbs/diagnostics_and_criticism/Bayes_factor.myst.md
+++ b/myst_nbs/diagnostics_and_criticism/Bayes_factor.myst.md
@@ -13,8 +13,8 @@ kernelspec:
 
 (Bayes_factor)=
 # Bayes Factors and Marginal Likelihood
-:::{post} Dec 21, 2021
-:tags: BART, Bayesian additive regression trees, non-parametric, regression
+:::{post} Jun 1, 2022
+:tags: Bayes Factors, model comparison
 :category: beginner, explanation
 :author: Osvaldo Martin
 :::