diff --git a/docs/src/constraints.md b/docs/src/constraints.md
index cf793477eab..29b2762b25b 100644
--- a/docs/src/constraints.md
+++ b/docs/src/constraints.md
@@ -352,12 +352,12 @@ achieved using the [`@constraint`](@ref) macro. For example, `MOI.ZeroOne()`
 restricts the domain to ``\{0, 1\}:
 ```jldoctest; setup = :(model = Model(); @variable(model, x))
 julia> @constraint(model, x in MOI.ZeroOne())
-x in MathOptInterface.ZeroOne()
+x binary
 ```
 and `MOI.Integer()` restricts to the domain to the integers ``\mathbb{Z}``:
 ```jldoctest; setup = :(model = Model(); @variable(model, x))
 julia> @constraint(model, x in MOI.Integer())
-x in MathOptInterface.Integer()
+x integer
 ```
 
 JuMP also supports modeling semi-continuous variables, whose domain is ``\{0\} ∪
diff --git a/src/print.jl b/src/print.jl
index f1392a72507..0d3ccd0d8a1 100644
--- a/src/print.jl
+++ b/src/print.jl
@@ -435,6 +435,9 @@ function in_set_string(print_mode, set::MOI.Interval)
                   set.upper, math_symbol(print_mode, :close_rng))
 end
 
+in_set_string(print_mode, ::MOI.ZeroOne) = "binary"
+in_set_string(print_mode, ::MOI.Integer) = "integer"
+
 # TODO: Convert back to JuMP types for sets like PSDCone.
 # TODO: Consider fancy latex names for some sets. They're currently printed as
 # regular text in math mode which looks a bit awkward.
diff --git a/test/print.jl b/test/print.jl
index fbd2123cdc6..3309b6d22ad 100644
--- a/test/print.jl
+++ b/test/print.jl
@@ -274,8 +274,8 @@ function printing_test(ModelType::Type{<:JuMP.AbstractModel})
         zero_one = @constraint(model, x in MathOptInterface.ZeroOne())
 
         io_test(REPLMode, JuMP.LowerBoundRef(x), "x $ge 10.0")
-        io_test(REPLMode, zero_one, "x $in_sym MathOptInterface.ZeroOne()")
-        # TODO: Test in IJulia mode and do nice printing for {0, 1}.
+        io_test(REPLMode, zero_one, "x binary")
+        # TODO: Test in IJulia mode
     end
 
     @testset "VectorOfVariable constraints" begin
@@ -378,14 +378,14 @@ function printing_test(ModelType::Type{<:JuMP.AbstractModel})
         io_test(REPLMode, model_1, """
     Max a - b + 2 a1 - 10 x
     Subject to
-     x $inset MathOptInterface.ZeroOne()
-     u[1] $inset MathOptInterface.ZeroOne()
-     u[2] $inset MathOptInterface.ZeroOne()
-     u[3] $inset MathOptInterface.ZeroOne()
-     a1 $inset MathOptInterface.Integer()
-     b1 $inset MathOptInterface.Integer()
-     c1 $inset MathOptInterface.Integer()
-     z $inset MathOptInterface.Integer()
+     x binary
+     u[1] binary
+     u[2] binary
+     u[3] binary
+     a1 integer
+     b1 integer
+     c1 integer
+     z integer
      fi $eq 9.0
      a $ge 1.0
      c $ge -1.0
@@ -420,14 +420,14 @@ function printing_test(ModelType::Type{<:JuMP.AbstractModel})
 
         io_test(IJuliaMode, model_1, """
     \\begin{alignat*}{1}\\max\\quad & a - b + 2 a1 - 10 x\\\\
-    \\text{Subject to} \\quad & x \\in MathOptInterface.ZeroOne()\\\\
-     & u_{1} \\in MathOptInterface.ZeroOne()\\\\
-     & u_{2} \\in MathOptInterface.ZeroOne()\\\\
-     & u_{3} \\in MathOptInterface.ZeroOne()\\\\
-     & a1 \\in MathOptInterface.Integer()\\\\
-     & b1 \\in MathOptInterface.Integer()\\\\
-     & c1 \\in MathOptInterface.Integer()\\\\
-     & z \\in MathOptInterface.Integer()\\\\
+    \\text{Subject to} \\quad & x binary\\\\
+     & u_{1} binary\\\\
+     & u_{2} binary\\\\
+     & u_{3} binary\\\\
+     & a1 integer\\\\
+     & b1 integer\\\\
+     & c1 integer\\\\
+     & z integer\\\\
      & fi = 9.0\\\\
      & a \\geq 1.0\\\\
      & c \\geq -1.0\\\\