diff --git a/src/Microsoft.ML.Data/TrainCatalog.cs b/src/Microsoft.ML.Data/TrainCatalog.cs
index 46d914e7ad..7e1eed9f74 100644
--- a/src/Microsoft.ML.Data/TrainCatalog.cs
+++ b/src/Microsoft.ML.Data/TrainCatalog.cs
@@ -623,7 +623,10 @@ internal RankingTrainers(RankingCatalog catalog)
         /// <param name="groupId">The name of the groupId column in <paramref name="data"/>.</param>
         /// <param name="score">The name of the score column in <paramref name="data"/>.</param>
         /// <returns>The evaluation results for these calibrated outputs.</returns>
-        public RankerMetrics Evaluate(IDataView data, string label, string groupId, string score = DefaultColumnNames.Score)
+        public RankerMetrics Evaluate(IDataView data,
+            string label = DefaultColumnNames.Label,
+            string groupId = DefaultColumnNames.GroupId,
+            string score = DefaultColumnNames.Score)
         {
             Environment.CheckValue(data, nameof(data));
             Environment.CheckNonEmpty(label, nameof(label));