diff --git a/src/Microsoft.ML.Ensemble/EntryPoints/CreateEnsemble.cs b/src/Microsoft.ML.Ensemble/EntryPoints/CreateEnsemble.cs
index 7978ffb761..e8ea19684e 100644
--- a/src/Microsoft.ML.Ensemble/EntryPoints/CreateEnsemble.cs
+++ b/src/Microsoft.ML.Ensemble/EntryPoints/CreateEnsemble.cs
@@ -267,7 +267,7 @@ public static CommonOutputs.MulticlassClassificationOutput CreateMultiClassPipel
                     combiner = new MultiAverage(host, new MultiAverage.Arguments() { Normalize = true });
                     break;
                 case ClassifierCombiner.Vote:
-                    combiner = new MultiVoting(host, new MultiVoting.Arguments());
+                    combiner = new MultiVoting(host);
                     break;
                 default:
                     throw host.Except("Unknown combiner kind");
diff --git a/src/Microsoft.ML.Ensemble/EntryPoints/OutputCombiner.cs b/src/Microsoft.ML.Ensemble/EntryPoints/OutputCombiner.cs
index 4f4107639a..537b35f47b 100644
--- a/src/Microsoft.ML.Ensemble/EntryPoints/OutputCombiner.cs
+++ b/src/Microsoft.ML.Ensemble/EntryPoints/OutputCombiner.cs
@@ -2,7 +2,6 @@
 // The .NET Foundation licenses this file to you under the MIT license.
 // See the LICENSE file in the project root for more information.
 
-using System;
 using Microsoft.ML.Ensemble.EntryPoints;
 using Microsoft.ML.Runtime;
 using Microsoft.ML.Runtime.Ensemble.OutputCombiners;
@@ -13,7 +12,7 @@
 [assembly: EntryPointModule(typeof(MultiAverage))]
 [assembly: EntryPointModule(typeof(MultiMedian))]
 [assembly: EntryPointModule(typeof(MultiStacking))]
-[assembly: EntryPointModule(typeof(MultiVoting))]
+[assembly: EntryPointModule(typeof(MultiVotingFactory))]
 [assembly: EntryPointModule(typeof(MultiWeightedAverage))]
 [assembly: EntryPointModule(typeof(RegressionStacking))]
 [assembly: EntryPointModule(typeof(Stacking))]
@@ -43,4 +42,10 @@ public sealed class VotingFactory : ISupportBinaryOutputCombinerFactory
     {
         IBinaryOutputCombiner IComponentFactory<IBinaryOutputCombiner>.CreateComponent(IHostEnvironment env) => new Voting(env);
     }
+
+    [TlcModule.Component(Name = MultiVoting.LoadName, FriendlyName = Voting.UserName)]
+    public sealed class MultiVotingFactory : ISupportMulticlassOutputCombinerFactory
+    {
+        public IMultiClassOutputCombiner CreateComponent(IHostEnvironment env) => new MultiVoting(env);
+    }
 }
diff --git a/src/Microsoft.ML.Ensemble/OutputCombiners/MultiVoting.cs b/src/Microsoft.ML.Ensemble/OutputCombiners/MultiVoting.cs
index 0cd36c9e47..ee55b94c77 100644
--- a/src/Microsoft.ML.Ensemble/OutputCombiners/MultiVoting.cs
+++ b/src/Microsoft.ML.Ensemble/OutputCombiners/MultiVoting.cs
@@ -6,12 +6,11 @@
 using Microsoft.ML.Runtime;
 using Microsoft.ML.Runtime.Data;
 using Microsoft.ML.Runtime.Ensemble.OutputCombiners;
-using Microsoft.ML.Runtime.EntryPoints;
 using Microsoft.ML.Runtime.Internal.Utilities;
 using Microsoft.ML.Runtime.Model;
 using Microsoft.ML.Runtime.Numeric;
 
-[assembly: LoadableClass(typeof(MultiVoting), typeof(MultiVoting.Arguments), typeof(SignatureCombiner), Voting.UserName, MultiVoting.LoadName)]
+[assembly: LoadableClass(typeof(MultiVoting), null, typeof(SignatureCombiner), Voting.UserName, MultiVoting.LoadName)]
 [assembly: LoadableClass(typeof(MultiVoting), null, typeof(SignatureLoadModel), Voting.UserName, MultiVoting.LoaderSignature)]
 
 namespace Microsoft.ML.Runtime.Ensemble.OutputCombiners
@@ -33,16 +32,12 @@ private static VersionInfo GetVersionInfo()
                 loaderSignature: LoaderSignature);
         }
 
-        [TlcModule.Component(Name = LoadName, FriendlyName = Voting.UserName)]
-        public sealed class Arguments : ArgumentsBase, ISupportMulticlassOutputCombinerFactory
+        private sealed class Arguments : ArgumentsBase
         {
-            public new bool Normalize = false;
-
-            public IMultiClassOutputCombiner CreateComponent(IHostEnvironment env) => new MultiVoting(env, this);
         }
 
-        public MultiVoting(IHostEnvironment env, Arguments args)
-            : base(env, LoaderSignature, args)
+        public MultiVoting(IHostEnvironment env)
+            : base(env, LoaderSignature, new Arguments() { Normalize = false })
         {
             Host.Assert(!Normalize);
         }
diff --git a/src/Microsoft.ML/CSharpApi.cs b/src/Microsoft.ML/CSharpApi.cs
index de5f800155..cfc269f3c5 100644
--- a/src/Microsoft.ML/CSharpApi.cs
+++ b/src/Microsoft.ML/CSharpApi.cs
@@ -16637,11 +16637,6 @@ public sealed class MultiStackingEnsembleMulticlassOutputCombiner : EnsembleMult
 
         public sealed class MultiVotingEnsembleMulticlassOutputCombiner : EnsembleMulticlassOutputCombiner
         {
-            /// <summary>
-            /// Whether to normalize the output of base models before combining them
-            /// </summary>
-            public bool Normalize { get; set; } = true;
-
             internal override string ComponentName => "MultiVoting";
         }
 
diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json
index 708dd8b7f3..6495aa8bed 100644
--- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json
+++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json
@@ -22798,20 +22798,7 @@
           "Name": "MultiVoting",
           "Desc": null,
           "FriendlyName": "Voting",
-          "Settings": [
-            {
-              "Name": "Normalize",
-              "Type": "Bool",
-              "Desc": "Whether to normalize the output of base models before combining them",
-              "Aliases": [
-                "norm"
-              ],
-              "Required": false,
-              "SortOrder": 50.0,
-              "IsNullable": false,
-              "Default": true
-            }
-          ]
+          "Settings": []
         },
         {
           "Name": "MultiWeightedAverage",