diff --git a/ext/ReactantNNlibExt.jl b/ext/ReactantNNlibExt.jl
index 72e467c9..ca2e3056 100644
--- a/ext/ReactantNNlibExt.jl
+++ b/ext/ReactantNNlibExt.jl
@@ -22,18 +22,9 @@ for (jlop, hloop) in (
     end
 end
 
-function Reactant.elem_apply(
-    ::typeof(NNlib.relu), lhs::Reactant.TracedRArray{ElType,Shape,N}
-) where {ElType,Shape,N}
-    return max.(lhs, zero(ElType))
-end
+NNlib.relu(x::Reactant.TracedRArray{T,(),0}) where {T} = max(x, zero(T))
 
-function Reactant.elem_apply(
-    ::typeof(NNlib.gelu), lhs::Reactant.TracedRArray{ElType,Shape,N}
-) where {ElType,Shape,N}
-    # See https://arxiv.org/pdf/1606.08415v5 Section 2
-    return lhs .* sigmoid.(ElType(1.702) .* lhs)
-end
+NNlib.gelu(x::Reactant.TracedRArray{T,(),0}) where {T} = x * sigmoid(T(1.702) * x)
 
 # TODO handle non finite cases
 function NNlib.softmax!(