diff --git a/faiss/Index.cpp b/faiss/Index.cpp
index 9b954825a..88cd33d0d 100644
--- a/faiss/Index.cpp
+++ b/faiss/Index.cpp
@@ -24,7 +24,7 @@ void Index::train(idx_t /*n*/, const float* /*x*/) {
     // does nothing by default
 }
 
-void Index::train(
+void Index::train_with_queries(
         idx_t /*n*/,
         const float* /*x*/,
         idx_t /*n_train_q*/,
diff --git a/faiss/Index.h b/faiss/Index.h
index 8a02e90be..47c3810d2 100644
--- a/faiss/Index.h
+++ b/faiss/Index.h
@@ -131,7 +131,7 @@ struct Index {
      */
     virtual void train(idx_t n, const float* x);
 
-    /** Perfrom training on a representative set of vectors and a representative
+    /** Perform training on a representative set of vectors and a representative
      * set of queries
      *
      * @param n         nb of training vectors
@@ -139,7 +139,7 @@ struct Index {
      * @param n_train_q nb of training queries
      * @param xq_train  training queries, size n_train_q * d
      */
-    virtual void train(
+    virtual void train_with_queries(
             idx_t n,
             const float* x,
             idx_t n_train_q,
diff --git a/faiss/python/class_wrappers.py b/faiss/python/class_wrappers.py
index 4f3e60321..12b2e1f69 100644
--- a/faiss/python/class_wrappers.py
+++ b/faiss/python/class_wrappers.py
@@ -375,10 +375,10 @@ def handle_Index(the_class):
                 )
             )
 
-        # Dispatch to train_c / train_ex
+        # Dispatch to train_c / train_with_queries / train_ex
         if numeric_type == faiss.Float32:
             if train_q is not None:
-                self.train_c(
+                self.train_with_queries(
                     n, swig_ptr(x), n_train_q, train_q
                 )
             else:
diff --git a/faiss/svs/IndexSVSVamanaLeanVec.cpp b/faiss/svs/IndexSVSVamanaLeanVec.cpp
index 1b23889b2..00f0184e9 100644
--- a/faiss/svs/IndexSVSVamanaLeanVec.cpp
+++ b/faiss/svs/IndexSVSVamanaLeanVec.cpp
@@ -66,10 +66,10 @@ void IndexSVSVamanaLeanVec::add(idx_t n, const float* x) {
 }
 
 void IndexSVSVamanaLeanVec::train(idx_t n, const float* x) {
-    train(n, x, 0, nullptr);
+    train_with_queries(n, x, 0, nullptr);
 }
 
-void IndexSVSVamanaLeanVec::train(
+void IndexSVSVamanaLeanVec::train_with_queries(
         idx_t n,
         const float* x,
         idx_t n_train_q,
diff --git a/faiss/svs/IndexSVSVamanaLeanVec.h b/faiss/svs/IndexSVSVamanaLeanVec.h
index 58f570b4f..c8109abff 100644
--- a/faiss/svs/IndexSVSVamanaLeanVec.h
+++ b/faiss/svs/IndexSVSVamanaLeanVec.h
@@ -49,8 +49,11 @@ struct IndexSVSVamanaLeanVec : IndexSVSVamana {
      * sampled from different distributions (e.g., cross-modal). More details in
      * the original publication, arXiv:2312.16335.
      */
-    void train(idx_t n, const float* x, idx_t n_train_q, const float* xq_train)
-            override;
+    void train_with_queries(
+            idx_t n,
+            const float* x,
+            idx_t n_train_q,
+            const float* xq_train) override;
 
     void serialize_training_data(std::ostream& out) const;
     void deserialize_training_data(std::istream& in);