diff --git a/.github/workflows/Benchmarking.yml b/.github/workflows/Benchmarking.yml
index 291723cce..bf188059f 100644
--- a/.github/workflows/Benchmarking.yml
+++ b/.github/workflows/Benchmarking.yml
@@ -18,6 +18,8 @@ jobs:
         with:
           version: '1'
 
+      - uses: julia-actions/cache@v2
+
       - name: Install Dependencies
         run: julia --project=benchmarks/ -e 'using Pkg; Pkg.instantiate()'
 
diff --git a/benchmarks/Project.toml b/benchmarks/Project.toml
index 3d14d03ff..7e7b9f7cb 100644
--- a/benchmarks/Project.toml
+++ b/benchmarks/Project.toml
@@ -26,6 +26,6 @@ DynamicPPL = "0.37"
 ForwardDiff = "0.10.38, 1"
 LogDensityProblems = "2.1.2"
 Mooncake = "0.4"
-PrettyTables = "2.4.0"
+PrettyTables = "3"
 ReverseDiff = "1.15.3"
 StableRNGs = "1"
diff --git a/benchmarks/benchmarks.jl b/benchmarks/benchmarks.jl
index b733d810c..dfcdcc271 100644
--- a/benchmarks/benchmarks.jl
+++ b/benchmarks/benchmarks.jl
@@ -2,7 +2,7 @@ using Pkg
 
 using DynamicPPLBenchmarks: Models, make_suite, model_dimension
 using BenchmarkTools: @benchmark, median, run
-using PrettyTables: PrettyTables, ft_printf
+using PrettyTables: pretty_table, fmt__printf
 using StableRNGs: StableRNG
 
 rng = StableRNG(23)
@@ -85,18 +85,13 @@ end
 
 table_matrix = hcat(Iterators.map(collect, zip(results_table...))...)
 header = [
-    "Model",
-    "Dimension",
-    "AD Backend",
-    "VarInfo Type",
-    "Linked",
-    "Eval Time / Ref Time",
-    "AD Time / Eval Time",
+    "Model", "Dim", "AD Backend", "VarInfo", "Linked", "t(eval)/t(ref)", "t(grad)/t(eval)"
 ]
-PrettyTables.pretty_table(
+pretty_table(
     table_matrix;
-    header=header,
-    tf=PrettyTables.tf_markdown,
-    formatters=ft_printf("%.1f", [6, 7]),
-    crop=:none,  # Always print the whole table, even if it doesn't fit in the terminal.
+    column_labels=header,
+    backend=:text,
+    formatters=[fmt__printf("%.1f", [6, 7])],
+    fit_table_in_display_horizontally=false,
+    fit_table_in_display_vertically=false,
 )