diff --git a/src/mlpack/bindings/markdown/CMakeLists.txt b/src/mlpack/bindings/markdown/CMakeLists.txt
index 613284b8f7..f59c6f1e22 100644
--- a/src/mlpack/bindings/markdown/CMakeLists.txt
+++ b/src/mlpack/bindings/markdown/CMakeLists.txt
@@ -24,8 +24,6 @@ set(SOURCES
   "binding_info.hpp"
   "binding_info.cpp"
   "default_param.hpp"
-  "get_binding_name.hpp"
-  "get_binding_name.cpp"
   "get_param.hpp"
   "get_printable_param.hpp"
   "get_printable_param_name.hpp"
@@ -208,8 +206,6 @@ function (post_markdown_setup)
       "${BINDING_SOURCE_DIR}/binding_info.hpp"
       "${BINDING_SOURCE_DIR}/binding_info.cpp"
       "${BINDING_SOURCE_DIR}/default_param.hpp"
-      "${BINDING_SOURCE_DIR}/get_binding_name.hpp"
-      "${BINDING_SOURCE_DIR}/get_binding_name.cpp"
       "${BINDING_SOURCE_DIR}/get_param.hpp"
       "${BINDING_SOURCE_DIR}/get_printable_param.hpp"
       "${BINDING_SOURCE_DIR}/get_printable_param_name.hpp"
diff --git a/src/mlpack/bindings/markdown/generate_markdown.binding.cpp.in b/src/mlpack/bindings/markdown/generate_markdown.binding.cpp.in
index a9167d2e41..360524f0d3 100644
--- a/src/mlpack/bindings/markdown/generate_markdown.binding.cpp.in
+++ b/src/mlpack/bindings/markdown/generate_markdown.binding.cpp.in
@@ -15,7 +15,6 @@
 #include "generate_markdown.${BINDING}.hpp"
 #include "binding_info.hpp"
 #include "print_docs.hpp"
-#include "get_binding_name.hpp"
 
 ${INCLUDE_MAIN_FILES}
 
diff --git a/src/mlpack/bindings/markdown/generate_markdown.binding.hpp.in b/src/mlpack/bindings/markdown/generate_markdown.binding.hpp.in
index 182437f578..9c57ffe952 100644
--- a/src/mlpack/bindings/markdown/generate_markdown.binding.hpp.in
+++ b/src/mlpack/bindings/markdown/generate_markdown.binding.hpp.in
@@ -15,7 +15,6 @@
 #define MLPACK_BINDINGS_MARKDOWN_GENERATE_MARKDOWN_${BINDING}_HPP
 
 #include "print_docs.hpp"
-#include "get_binding_name.hpp"
 
 using namespace std;
 
diff --git a/src/mlpack/bindings/markdown/get_binding_name.cpp b/src/mlpack/bindings/markdown/get_binding_name.cpp
deleted file mode 100644
index b3cf4e51e8..0000000000
--- a/src/mlpack/bindings/markdown/get_binding_name.cpp
+++ /dev/null
@@ -1,60 +0,0 @@
-/**
- * @file bindings/markdown/get_binding_name.cpp
- * @author Ryan Curtin
- *
- * Given the name of a binding as it appears in CMake, return the corresponding
- * name of the binding that is generated for a given language.
- *
- * mlpack is free software; you may redistribute it and/or modify it under the
- * terms of the 3-clause BSD license.  You should have received a copy of the
- * 3-clause BSD license along with mlpack.  If not, see
- * http://www.opensource.org/licenses/BSD-3-Clause for more information.
- */
-#include "get_binding_name.hpp"
-
-namespace mlpack {
-namespace bindings {
-namespace markdown {
-
-std::string GetBindingName(const std::string& language,
-                           const std::string& name)
-{
-  // Unfortunately, every time a new binding is added, this code will need to be
-  // modified.
-  if (language == "cli")
-  {
-    // For command-line programs, all bindings have 'mlpack_' prepended to the
-    // name.
-    return "mlpack_" + name;
-  }
-  else if (language == "python")
-  {
-    // For Python bindings, the name is unchanged.
-    return name;
-  }
-  else if (language == "julia")
-  {
-    // For Julia bindings, the name is unchanged.
-    return name;
-  }
-  else if (language == "go")
-  {
-    // For Go bindings, the name is unchanged.
-    return name;
-  }
-  else if (language == "r")
-  {
-    // For R bindings, the name is unchanged.
-    return name;
-  }
-  else
-  {
-    throw std::invalid_argument("Don't know how to compute binding name for "
-        "language \"" + language + "\"!  Is the language specified in "
-        "src/mlpack/bindings/markdown/get_binding_name.cpp?");
-  }
-}
-
-} // namespace markdown
-} // namespace bindings
-} // namespace mlpack
diff --git a/src/mlpack/bindings/markdown/get_binding_name.hpp b/src/mlpack/bindings/markdown/get_binding_name.hpp
deleted file mode 100644
index a661aae83b..0000000000
--- a/src/mlpack/bindings/markdown/get_binding_name.hpp
+++ /dev/null
@@ -1,35 +0,0 @@
-/**
- * @file bindings/markdown/get_binding_name.hpp
- * @author Ryan Curtin
- *
- * Given the name of a binding as it appears in CMake, return the corresponding
- * name of the binding that is generated for a given language.
- *
- * mlpack is free software; you may redistribute it and/or modify it under the
- * terms of the 3-clause BSD license.  You should have received a copy of the
- * 3-clause BSD license along with mlpack.  If not, see
- * http://www.opensource.org/licenses/BSD-3-Clause for more information.
- */
-#ifndef MLPACK_BINDINGS_MARKDOWN_GET_BINDING_NAME_HPP
-#define MLPACK_BINDINGS_MARKDOWN_GET_BINDING_NAME_HPP
-
-#include <mlpack/prereqs.hpp>
-
-namespace mlpack {
-namespace bindings {
-namespace markdown {
-
-/**
- * Given a language name and a binding name, return the name of that binding for
- * that language.  Note that if a new language is added to the mlpack bindings,
- * this method will need to be updated so that documentation can be successfully
- * generated for that language.
- */
-std::string GetBindingName(const std::string& language,
-                           const std::string& name);
-
-} // namespace markdown
-} // namespace bindings
-} // namespace mlpack
-
-#endif
diff --git a/src/mlpack/bindings/markdown/print_docs.cpp b/src/mlpack/bindings/markdown/print_docs.cpp
index 38cee5aeeb..381136e251 100644
--- a/src/mlpack/bindings/markdown/print_docs.cpp
+++ b/src/mlpack/bindings/markdown/print_docs.cpp
@@ -45,24 +45,17 @@ void PrintHeaders(const string& bindingName,
 
     // Get the name of the binding in the target language, and convert it to
     // lowercase (since the anchor link will be in lowercase).
-    const string langBindingName = 
+    const string langBindingName =
         addWrapperDocs[i] ? GetWrapperName(bindingName) :
             GetBindingName(bindingName);
 
-    string anchorName = GetBindingName(bindingName);
-    transform(anchorName.begin(), anchorName.end(), anchorName.begin(),
-        [](unsigned char c) { return tolower(c); });
-    // Strip '()' from the end if needed.
-    if (anchorName.substr(anchorName.size() - 2, 2) == "()")
-      anchorName = anchorName.substr(0, anchorName.size() - 2);
-
     cout << " - [" << langBindingName << "](#" << languages[i]
         << "_";
 
     if (addWrapperDocs[i])
       cout << GetWrapperLink(bindingName);
     else
-      cout << anchorName;
+      cout << bindingName;
 
     cout << "){: .language-link #" << languages[i] << " }"
         << endl;