diff --git a/clang-tools-extra/clangd/CodeComplete.h b/clang-tools-extra/clangd/CodeComplete.h
--- a/clang-tools-extra/clangd/CodeComplete.h
+++ b/clang-tools-extra/clangd/CodeComplete.h
@@ -133,7 +133,7 @@
   enum CodeCompletionRankingModel {
     Heuristics,
     DecisionForest,
-  } RankingModel = Heuristics;
+  } RankingModel = DecisionForest;
 
   /// Callback used to score a CompletionCandidate if DecisionForest ranking
   /// model is enabled.
diff --git a/clang-tools-extra/clangd/Quality.cpp b/clang-tools-extra/clangd/Quality.cpp
--- a/clang-tools-extra/clangd/Quality.cpp
+++ b/clang-tools-extra/clangd/Quality.cpp
@@ -580,12 +580,16 @@
   // multiplciative boost (like NameMatch). This allows us to weigh the
   // prediciton score and NameMatch appropriately.
   Scores.ExcludingName = pow(Base, Evaluate(E));
-  // NeedsFixIts is not part of the DecisionForest as generating training
-  // data that needs fixits is not-feasible.
+  // Following cases are not part of the generated training dataset:
+  //  - Symbols with `NeedsFixIts`.
+  //  - Forbidden symbols.
+  //  - Keywords: Dataset contains only macros and decls.
   if (Relevance.NeedsFixIts)
     Scores.ExcludingName *= 0.5;
   if (Relevance.Forbidden)
     Scores.ExcludingName *= 0;
+  if (Quality.Category == SymbolQualitySignals::Keyword)
+    Scores.ExcludingName *= 4;
 
   // NameMatch should be a multiplier on total score to support rescoring.
   Scores.Total = Relevance.NameMatch * Scores.ExcludingName;
diff --git a/clang-tools-extra/clangd/unittests/CodeCompleteTests.cpp b/clang-tools-extra/clangd/unittests/CodeCompleteTests.cpp
--- a/clang-tools-extra/clangd/unittests/CodeCompleteTests.cpp
+++ b/clang-tools-extra/clangd/unittests/CodeCompleteTests.cpp
@@ -647,13 +647,13 @@
 }
 
 TEST(CompletionTest, ReferencesAffectRanking) {
-  auto Results = completions("int main() { abs^ }", {ns("absl"), func("absb")});
-  EXPECT_THAT(Results.Completions,
-              HasSubsequence(Named("absb"), Named("absl")));
-  Results = completions("int main() { abs^ }",
-                        {withReferences(10000, ns("absl")), func("absb")});
-  EXPECT_THAT(Results.Completions,
-              HasSubsequence(Named("absl"), Named("absb")));
+  EXPECT_THAT(completions("int main() { abs^ }", {func("absA"), func("absB")})
+                  .Completions,
+              HasSubsequence(Named("absA"), Named("absB")));
+  EXPECT_THAT(completions("int main() { abs^ }",
+                          {func("absA"), withReferences(1000, func("absB"))})
+                  .Completions,
+              HasSubsequence(Named("absB"), Named("absA")));
 }
 
 TEST(CompletionTest, ContextWords) {