diff --git a/src/nnue/trainer/features/factorizer.h b/src/nnue/trainer/features/factorizer.h
index 15ce8022..b64b0c74 100644
--- a/src/nnue/trainer/features/factorizer.h
+++ b/src/nnue/trainer/features/factorizer.h
@@ -14,7 +14,7 @@ namespace Eval::NNUE::Features {
     class Factorizer {
     public:
         static constexpr std::string get_name() {
-            return std::string("No factorizer");
+            return "Factorizer<" + FeatureType::get_name() + "> -> " + std::string("No factorizer");
         }
 
         static constexpr std::string get_factorizers_string() {
diff --git a/src/nnue/trainer/features/factorizer_feature_set.h b/src/nnue/trainer/features/factorizer_feature_set.h
index f5ee3c5c..60f42166 100644
--- a/src/nnue/trainer/features/factorizer_feature_set.h
+++ b/src/nnue/trainer/features/factorizer_feature_set.h
@@ -82,7 +82,7 @@ namespace Eval::NNUE::Features {
         static constexpr IndexType kBaseDimensions = FeatureType::kDimensions;
 
         static constexpr std::string get_name() {
-            return FeatureType::kName;
+            return Factorizer<FeatureType>::get_name();
         }
 
         static constexpr std::string get_factorizers_string() {
diff --git a/src/nnue/trainer/features/factorizer_half_ka.h b/src/nnue/trainer/features/factorizer_half_ka.h
index 90bd9d97..36d36a2d 100644
--- a/src/nnue/trainer/features/factorizer_half_ka.h
+++ b/src/nnue/trainer/features/factorizer_half_ka.h
@@ -31,11 +31,11 @@ namespace Eval::NNUE::Features {
 
         // Learning feature information
         static constexpr FeatureProperties kProperties[] = {
-            // kFeaturesHalfKPK
+            // kFeaturesHalfA
             {true, FeatureType::kDimensions},
-            // kFeaturesPK
+            // kFeaturesA
             {true, Factorizer<A>::get_dimensions()},
-            // kFeaturesHalfRelativeKPK
+            // kFeaturesHalfRelativeKA
             {true, Factorizer<HalfRelativeKA<AssociatedKing>>::get_dimensions()},
         };
 
@@ -43,7 +43,7 @@ namespace Eval::NNUE::Features {
 
     public:
         static constexpr std::string get_name() {
-            return std::string("Factorizer<") + FeatureType::kName + ">";
+            return std::string("Factorizer<") + FeatureType::kName + "> -> " + "A, HalfRelativeKA";
         }
 
         static constexpr std::string get_factorizers_string() {
@@ -59,18 +59,18 @@ namespace Eval::NNUE::Features {
         static void append_training_features(
             IndexType base_index, std::vector<TrainingFeature>* training_features) {
 
-            // kFeaturesHalfKPK
+            // kFeaturesHalfA
             IndexType index_offset = append_base_feature<FeatureType>(
                 kProperties[kFeaturesHalfKA], base_index, training_features);
 
             const auto sq_k = static_cast<Square>(base_index / PS_END2);
             const auto a = static_cast<IndexType>(base_index % PS_END2);
 
-            // kFeaturesPK
+            // kFeaturesA
             index_offset += inherit_features_if_required<A>(
                 index_offset, kProperties[kFeaturesA], a, training_features);
 
-            // kFeaturesHalfRelativeKPK
+            // kFeaturesHalfRelativeKA
             if (a >= PS_W_PAWN) {
                 index_offset += inherit_features_if_required<HalfRelativeKA<AssociatedKing>>(
                     index_offset, kProperties[kFeaturesHalfRelativeKA],
diff --git a/src/nnue/trainer/features/factorizer_half_kp.h b/src/nnue/trainer/features/factorizer_half_kp.h
index 601ddfa5..c554f0fc 100644
--- a/src/nnue/trainer/features/factorizer_half_kp.h
+++ b/src/nnue/trainer/features/factorizer_half_kp.h
@@ -46,7 +46,7 @@ namespace Eval::NNUE::Features {
 
     public:
         static constexpr std::string get_name() {
-            return std::string("Factorizer<") + FeatureType::kName + ">";
+            return std::string("Factorizer<") + FeatureType::kName + "> -> " + "HalfK, P, HalfRelativeKP";
         }
 
         static constexpr std::string get_factorizers_string() {