diff --git a/Project.toml b/Project.toml
index fb6afa3..fec7c34 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "ConsistencyResampling"
 uuid = "4937dc1f-c7a3-5772-9d42-4a8277f2eb51"
 authors = ["David Widmann <david.widmann@it.uu.se>"]
-version = "0.3.0"
+version = "0.3.1"
 
 [deps]
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
diff --git a/docs/Manifest.toml b/docs/Manifest.toml
index bc97faa..c768134 100644
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -17,9 +17,9 @@ uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "42e3c181483fbd2c416087a0a93838803e358358"
+git-tree-sha1 = "a66109c73612c63b10923ac446fddb0f0d21a593"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "0.9.38"
+version = "0.9.40"
 
 [[Compat]]
 deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
@@ -35,7 +35,7 @@ uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 deps = ["Random", "StatsBase"]
 path = ".."
 uuid = "4937dc1f-c7a3-5772-9d42-4a8277f2eb51"
-version = "0.2.1"
+version = "0.3.0"
 
 [[DataAPI]]
 git-tree-sha1 = "dfb3b7e89e395be1e25c2ad6d7690dc29cc53b1d"
@@ -67,9 +67,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "a837fdf80f333415b69684ba8e8ae6ba76de6aaa"
+git-tree-sha1 = "36aa8125c8caa6a449b54d5d45ac97afd392549d"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.24.18"
+version = "0.25.0"
 
 [[DocStringExtensions]]
 deps = ["LibGit2", "Markdown", "Pkg", "Test"]
@@ -252,10 +252,10 @@ uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
-deps = ["DataStructures", "Random", "Test"]
-git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd"
+deps = ["DataStructures"]
+git-tree-sha1 = "2ec1962eba973f383239da22e75218565c390a96"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "0.3.1"
+version = "1.0.0"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -271,11 +271,16 @@ version = "1.3.0"
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
+[[StatsAPI]]
+git-tree-sha1 = "1958272568dc176a1d881acb797beb909c785510"
+uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
+version = "1.0.0"
+
 [[StatsBase]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"]
-git-tree-sha1 = "4d8ca45223d7a28839e775d73a6f6b6b2ac64fd1"
+deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "2f6792d523d7448bbe2fec99eca9218f06cc746d"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.6"
+version = "0.33.8"
 
 [[StatsFuns]]
 deps = ["LogExpFunctions", "Rmath", "SpecialFunctions"]
diff --git a/docs/Project.toml b/docs/Project.toml
index eb8476a..5f6fe7a 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -6,7 +6,7 @@ StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
 
 [compat]
 ConsistencyResampling = "0.3"
-Distributions = "0.24"
+Distributions = "0.25"
 Documenter = "0.26"
 StructArrays = "0.5"
 julia = "1"
diff --git a/docs/src/supported.md b/docs/src/supported.md
index 66b189d..91ed597 100644
--- a/docs/src/supported.md
+++ b/docs/src/supported.md
@@ -92,16 +92,6 @@ predictions = map(Normal, randn(100), rand(100))
 nothing #hide
 ```
 
-Unfortunately, currently Distributions does not define `Random.Sampler` and therefore we have
-to implement it to be able to perform consistency resampling:
-
-```@example distribution
-using Random
-
-Random.Sampler(::Type{<:AbstractRNG}, s::Sampleable, ::Val{1}) = s
-Random.Sampler(::Type{<:AbstractRNG}, s::Sampleable, ::Val{Inf}) = sampler(s)
-```
-
 Consistency resampling yields a randomly sampled prediction and a sample from it.
 
 ```@example distribution
@@ -111,3 +101,15 @@ prediction, target = rand(Consistent(predictions))
 ```@example distribution
 prediction in predictions
 ```
+
+!!! note
+    This example requires Distributions >= 0.25.0. Older versions of Distributions did not
+    define `Random.Sampler` and therefore you have to implement it yourself to be able to
+    perform consistency resampling:
+    ```julia
+    using Distributions
+    using Random
+
+    Random.Sampler(::Type{<:AbstractRNG}, s::Sampleable, ::Val{1}) = s
+    Random.Sampler(::Type{<:AbstractRNG}, s::Sampleable, ::Val{Inf}) = sampler(s)
+    ```
diff --git a/test/Project.toml b/test/Project.toml
index e26c4d2..83dcfb4 100644
--- a/test/Project.toml
+++ b/test/Project.toml
@@ -9,7 +9,7 @@ StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [compat]
-Distributions = "0.24"
+Distributions = "0.25"
 Documenter = "0.26"
 StatsBase = "0.33"
 StructArrays = "0.5"
diff --git a/test/runtests.jl b/test/runtests.jl
index b47d790..58f17eb 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -17,10 +17,6 @@ using Test
 
 Random.seed!(1234)
 
-# Distributions.jl does not implement the Random API
-Random.Sampler(::Type{<:AbstractRNG}, s::Sampleable, ::Val{1}) = s
-Random.Sampler(::Type{<:AbstractRNG}, s::Sampleable, ::Val{Inf}) = sampler(s)
-
 @testset "ConsistencyResampling" begin
     @testset "Alias sampler" begin
         include("alias.jl")