diff --git a/lib/factory_bot/decorator.rb b/lib/factory_bot/decorator.rb
index 0658d9f..357f6be 100644
--- a/lib/factory_bot/decorator.rb
+++ b/lib/factory_bot/decorator.rb
@@ -6,18 +6,30 @@ module FactoryBot
       @component = component
     end
 
-    def method_missing(name, *args, &block) # rubocop:disable Style/MethodMissingSuper
-      @component.send(name, *args, &block)
+    if ::Gem::Version.new(::RUBY_VERSION) >= ::Gem::Version.new("2.7")
+      class_eval(<<~RUBY, __FILE__, __LINE__ + 1)
+          def method_missing(...) # rubocop:disable Style/MethodMissingSuper, Style/MissingRespondToMissing
+          @component.send(...)
+        end
+
+        def send(...)
+          __send__(...)
+        end
+      RUBY
+    else
+      def method_missing(name, *args, &block) # rubocop:disable Style/MethodMissingSuper, Style/MissingRespondToMissing
+        @component.send(name, *args, &block)
+      end
+
+      def send(symbol, *args, &block)
+        __send__(symbol, *args, &block)
+      end
     end
 
     def respond_to_missing?(name, include_private = false)
       @component.respond_to?(name, true) || super
     end
 
-    def send(symbol, *args, &block)
-      __send__(symbol, *args, &block)
-    end
-
     def self.const_missing(name)
       ::Object.const_get(name)
     end
diff --git a/lib/factory_bot/decorator/invocation_tracker.rb b/lib/factory_bot/decorator/invocation_tracker.rb
index fac96e9..1e05e14 100644
--- a/lib/factory_bot/decorator/invocation_tracker.rb
+++ b/lib/factory_bot/decorator/invocation_tracker.rb
@@ -6,9 +6,16 @@ module FactoryBot
         @invoked_methods = []
       end
 
-      def method_missing(name, *args, &block) # rubocop:disable Style/MissingRespondToMissing
-        @invoked_methods << name
-        super
+      if ::Gem::Version.new(::RUBY_VERSION) >= ::Gem::Version.new("2.7")
+        def method_missing(name, *args, **kwargs, &block) # rubocop:disable Style/MissingRespondToMissing
+          @invoked_methods << name
+          super
+        end
+      else
+        def method_missing(name, *args, &block) # rubocop:disable Style/MissingRespondToMissing
+          @invoked_methods << name
+          super
+        end
       end
 
       def __invoked_methods__
diff --git a/lib/factory_bot/evaluator.rb b/lib/factory_bot/evaluator.rb
index f3deeed..82c0da9 100644
--- a/lib/factory_bot/evaluator.rb
+++ b/lib/factory_bot/evaluator.rb
@@ -35,11 +35,21 @@ module FactoryBot
 
     attr_writer :instance
 
-    def method_missing(method_name, *args, &block) # rubocop:disable Style/MethodMissingSuper
-      if @instance.respond_to?(method_name)
-        @instance.send(method_name, *args, &block)
-      else
-        SyntaxRunner.new.send(method_name, *args, &block)
+    if ::Gem::Version.new(::RUBY_VERSION) >= ::Gem::Version.new("2.7")
+      def method_missing(method_name, *args, **kwargs, &block) # rubocop:disable Style/MethodMissingSuper, Style/MissingRespondToMissing
+        if @instance.respond_to?(method_name)
+          @instance.send(method_name, *args, **kwargs, &block)
+        else
+          SyntaxRunner.new.send(method_name, *args, **kwargs, &block)
+        end
+      end
+    else
+      def method_missing(method_name, *args, &block) # rubocop:disable Style/MethodMissingSuper, Style/MissingRespondToMissing
+        if @instance.respond_to?(method_name)
+          @instance.send(method_name, *args, &block)
+        else
+          SyntaxRunner.new.send(method_name, *args, &block)
+        end
       end
     end
 
diff --git a/spec/acceptance/initialize_with_spec.rb b/spec/acceptance/initialize_with_spec.rb
index 77ccf23..35b8d5f 100644
--- a/spec/acceptance/initialize_with_spec.rb
+++ b/spec/acceptance/initialize_with_spec.rb
@@ -201,7 +201,7 @@ describe "initialize_with has access to all attributes for construction" do
 
         name { email.gsub(/@.+/, "") }
 
-        initialize_with { new(attributes) }
+        initialize_with { new(**attributes) }
       end
     end
 
@@ -225,7 +225,7 @@ describe "initialize_with with an 'attributes' attribute" do
     FactoryBot.define do
       factory :user do
         attributes { {name: "Daniel"} }
-        initialize_with { new(attributes) }
+        initialize_with { new(**attributes) }
       end
     end