diff --git a/x-pack/plugin/ml/qa/ml-with-security/build.gradle b/x-pack/plugin/ml/qa/ml-with-security/build.gradle
index 456c7cbe8e300..b8b706353d624 100644
--- a/x-pack/plugin/ml/qa/ml-with-security/build.gradle
+++ b/x-pack/plugin/ml/qa/ml-with-security/build.gradle
@@ -181,7 +181,7 @@ tasks.named("yamlRestTest").configure {
     'ml/inference_crud/Test put nlp model config with vocabulary set',
     'ml/inference_crud/Test put model model aliases with nlp model',
     'ml/inference_processor/Test create processor with missing mandatory fields',
-    'ml/inference_rescore/Test rescore with missing model',
+    'ml/learn_to_rank_rescorer/Test rescore with missing model',
     'ml/inference_stats_crud/Test get stats given missing trained model',
     'ml/inference_stats_crud/Test get stats given expression without matches and allow_no_match is false',
     'ml/jobs_crud/Test cannot create job with model snapshot id set',
diff --git a/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearning.java b/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearning.java
index 22ad9781203b8..d0f7302105768 100644
--- a/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearning.java
+++ b/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearning.java
@@ -887,7 +887,6 @@ private static void reportClashingNodeAttribute(String attrName) {
     @Override
     public List<RescorerSpec<?>> getRescorers() {
         if (enabled && LearnToRankRescorerFeature.isEnabled()) {
-            // Inference rescorer requires access to the model loading service
             return List.of(
                 new RescorerSpec<>(
                     LearnToRankRescorerBuilder.NAME,