diff --git a/DifferentiationInterface/Project.toml b/DifferentiationInterface/Project.toml
index facb13ac4..ff153ee73 100644
--- a/DifferentiationInterface/Project.toml
+++ b/DifferentiationInterface/Project.toml
@@ -6,7 +6,6 @@ version = "0.6.0"
 [deps]
 ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
 Compat = "34da2185-b29b-5c13-b0c7-acf172513d20"
-DocStringExtensions = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
 FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 PackageExtensionCompat = "65ce6f38-6b18-4e1d-a461-8949797d7930"
@@ -50,7 +49,6 @@ ADTypes = "1.7.0"
 ChainRulesCore = "1.23.0"
 Compat = "3.46,4.2"
 Diffractor = "=0.2.6"
-DocStringExtensions = "0.8,0.9"
 Enzyme = "0.12.35"
 FastDifferentiation = "0.3.9, 0.4"
 FillArrays = "1.7.0"
diff --git a/DifferentiationInterface/ext/DifferentiationInterfaceEnzymeExt/DifferentiationInterfaceEnzymeExt.jl b/DifferentiationInterface/ext/DifferentiationInterfaceEnzymeExt/DifferentiationInterfaceEnzymeExt.jl
index 46b0d566b..ae3af602a 100644
--- a/DifferentiationInterface/ext/DifferentiationInterfaceEnzymeExt/DifferentiationInterfaceEnzymeExt.jl
+++ b/DifferentiationInterface/ext/DifferentiationInterfaceEnzymeExt/DifferentiationInterfaceEnzymeExt.jl
@@ -18,7 +18,6 @@ using DifferentiationInterface:
     Tangents,
     SingleTangent,
     pick_batchsize
-using DocStringExtensions
 using Enzyme:
     Active,
     Annotation,
diff --git a/DifferentiationInterface/ext/DifferentiationInterfacePolyesterForwardDiffExt/DifferentiationInterfacePolyesterForwardDiffExt.jl b/DifferentiationInterface/ext/DifferentiationInterfacePolyesterForwardDiffExt/DifferentiationInterfacePolyesterForwardDiffExt.jl
index 2cc5d6e43..5e3767527 100644
--- a/DifferentiationInterface/ext/DifferentiationInterfacePolyesterForwardDiffExt/DifferentiationInterfacePolyesterForwardDiffExt.jl
+++ b/DifferentiationInterface/ext/DifferentiationInterfacePolyesterForwardDiffExt/DifferentiationInterfacePolyesterForwardDiffExt.jl
@@ -14,7 +14,6 @@ using DifferentiationInterface:
     PushforwardExtras,
     SecondDerivativeExtras,
     Tangents
-using DocStringExtensions
 using LinearAlgebra: mul!
 using PolyesterForwardDiff: threaded_gradient!, threaded_jacobian!
 using PolyesterForwardDiff.ForwardDiff: Chunk
diff --git a/DifferentiationInterface/ext/DifferentiationInterfaceReverseDiffExt/DifferentiationInterfaceReverseDiffExt.jl b/DifferentiationInterface/ext/DifferentiationInterfaceReverseDiffExt/DifferentiationInterfaceReverseDiffExt.jl
index af01c9f0e..9e5476418 100644
--- a/DifferentiationInterface/ext/DifferentiationInterfaceReverseDiffExt/DifferentiationInterfaceReverseDiffExt.jl
+++ b/DifferentiationInterface/ext/DifferentiationInterfaceReverseDiffExt/DifferentiationInterfaceReverseDiffExt.jl
@@ -11,7 +11,6 @@ using DifferentiationInterface:
     Tangents
 using FillArrays: OneElement
 using ReverseDiff.DiffResults: DiffResults, DiffResult, GradientResult, MutableDiffResult
-using DocStringExtensions
 using LinearAlgebra: dot, mul!
 using ReverseDiff:
     CompiledGradient,
diff --git a/DifferentiationInterface/ext/DifferentiationInterfaceZygoteExt/DifferentiationInterfaceZygoteExt.jl b/DifferentiationInterface/ext/DifferentiationInterfaceZygoteExt/DifferentiationInterfaceZygoteExt.jl
index c9a3e6718..395a548b7 100644
--- a/DifferentiationInterface/ext/DifferentiationInterfaceZygoteExt/DifferentiationInterfaceZygoteExt.jl
+++ b/DifferentiationInterface/ext/DifferentiationInterfaceZygoteExt/DifferentiationInterfaceZygoteExt.jl
@@ -10,7 +10,6 @@ using DifferentiationInterface:
     NoPullbackExtras,
     PullbackExtras,
     Tangents
-using DocStringExtensions
 using ForwardDiff: ForwardDiff
 using Zygote:
     ZygoteRuleConfig, gradient, hessian, jacobian, pullback, withgradient, withjacobian
diff --git a/DifferentiationInterface/src/DifferentiationInterface.jl b/DifferentiationInterface/src/DifferentiationInterface.jl
index 70659cec5..58e728340 100644
--- a/DifferentiationInterface/src/DifferentiationInterface.jl
+++ b/DifferentiationInterface/src/DifferentiationInterface.jl
@@ -2,10 +2,6 @@
     DifferentiationInterface
 
 An interface to various automatic differentiation backends in Julia.
-
-# Exports
-
-$(EXPORTS)
 """
 module DifferentiationInterface
 
@@ -34,7 +30,6 @@ using ADTypes:
     AutoTracker,
     AutoZygote
 using Compat
-using DocStringExtensions
 using FillArrays: OneElement
 using LinearAlgebra: Symmetric, Transpose, dot, parent, transpose
 using PackageExtensionCompat: @require_extensions
diff --git a/DifferentiationInterface/src/second_order/second_order.jl b/DifferentiationInterface/src/second_order/second_order.jl
index 90702d65e..07f7f84b1 100644
--- a/DifferentiationInterface/src/second_order/second_order.jl
+++ b/DifferentiationInterface/src/second_order/second_order.jl
@@ -12,12 +12,11 @@ Combination of two backends for second-order differentiation.
 
 # Fields
 
-$(TYPEDFIELDS)
+- `outer::AbstractADType`: backend for the outer differentiation
+- `inner::AbstractADType`: backend for the inner differentiation
 """
 struct SecondOrder{ADO<:AbstractADType,ADI<:AbstractADType} <: AbstractADType
-    "backend for the outer differentiation"
     outer::ADO
-    "backend for the inner differentiation"
     inner::ADI
 end