diff --git a/benchmarks/lotkavolterra.jmd b/benchmarks/lotkavolterra.jmd
index 0d63a718f..a6b6d29be 100644
--- a/benchmarks/lotkavolterra.jmd
+++ b/benchmarks/lotkavolterra.jmd
@@ -182,15 +182,22 @@ DENSE = false;
 SAVE_EVERYSTEP = false;
 
 _setups = [
-  "EK1(2) TaylorInit" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=TaylorModeInit()))
-  "EK1(3) TaylorInit" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=TaylorModeInit()))
-  "EK1(5) TaylorInit" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=TaylorModeInit()))
-  "EK1(2) Tsit5Init" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=ClassicSolverInit()))
-  "EK1(3) Tsit5Init" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=ClassicSolverInit()))
-  "EK1(5) Tsit5Init" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=ClassicSolverInit()))
-  "EK1(2) Tsit5Init+ddu" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=ClassicSolverInit(init_on_ddu=true)))
-  "EK1(3) Tsit5Init+ddu" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=ClassicSolverInit(init_on_ddu=true)))
-  "EK1(5) Tsit5Init+ddu" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=ClassicSolverInit(init_on_ddu=true)))
+  "EK1(2) TaylorInit" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=TaylorModeInit(2)))
+  "EK1(3) TaylorInit" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=TaylorModeInit(3)))
+  "EK1(5) TaylorInit" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=TaylorModeInit(5)))
+  "EK1(8) TaylorInit" => Dict(:alg => EK1(order=8, smooth=DENSE, initialization=TaylorModeInit(8)))
+  "EK1(2) TaylorInit" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=ForwardDiffInit(2)))
+  "EK1(3) TaylorInit" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=ForwardDiffInit(3)))
+  "EK1(5) TaylorInit" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=ForwardDiffInit(5)))
+  "EK1(8) TaylorInit" => Dict(:alg => EK1(order=8, smooth=DENSE, initialization=ForwardDiffInit(8)))
+  "EK1(2) SimpleInit" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=SimpleInit()))
+  "EK1(3) SimpleInit" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=SimpleInit()))
+  "EK1(5) SimpleInit" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=SimpleInit()))
+  "EK1(8) SimpleInit" => Dict(:alg => EK1(order=8, smooth=DENSE, initialization=SimpleInit()))
+  "EK1(2) ClassicSolverInit" => Dict(:alg => EK1(order=2, smooth=DENSE, initialization=ClassicSolverInit()))
+  "EK1(3) ClassicSolverInit" => Dict(:alg => EK1(order=3, smooth=DENSE, initialization=ClassicSolverInit()))
+  "EK1(5) ClassicSolverInit" => Dict(:alg => EK1(order=5, smooth=DENSE, initialization=ClassicSolverInit()))
+  "EK1(8) ClassicSolverInit" => Dict(:alg => EK1(order=8, smooth=DENSE, initialization=ClassicSolverInit()))
 ]
 
 labels = first.(_setups)