diff --git a/pkgs/development/python-modules/pyannote-core/default.nix b/pkgs/development/python-modules/pyannote-core/default.nix
index 453bb0c4d60d..a7fcc6f8c995 100644
--- a/pkgs/development/python-modules/pyannote-core/default.nix
+++ b/pkgs/development/python-modules/pyannote-core/default.nix
@@ -1,12 +1,14 @@
 { lib
 , buildPythonPackage
 , fetchFromGitHub
-, setuptools
-, wheel
-, sortedcontainers
 , numpy
+, pandas
+, pytestCheckHook
 , scipy
+, setuptools
+, sortedcontainers
 , typing-extensions
+, versioneer
 }:
 
 buildPythonPackage rec {
@@ -17,20 +19,30 @@ buildPythonPackage rec {
   src = fetchFromGitHub {
     owner = "pyannote";
     repo = "pyannote-core";
-    rev = version;
+    rev = "refs/tags/${version}";
     hash = "sha256-XQVEMy60LkfFr2TKXTeg6cGHRx5BUZ5qDgzIdKy/19Y=";
   };
 
-  propagatedBuildInputs = [
+  postPatch = ''
+    # Remove vendorized versioneer.py
+    rm versioneer.py
+  '';
+
+  build-system = [
+    setuptools
+    versioneer
+  ];
+
+  dependencies = [
     sortedcontainers
     numpy
     scipy
     typing-extensions
   ];
 
-  nativeBuildInputs = [
-    setuptools
-    wheel
+  nativeCheckInputs = [
+    pandas
+    pytestCheckHook
   ];
 
   pythonImportsCheck = [ "pyannote.core" ];
@@ -38,6 +50,7 @@ buildPythonPackage rec {
   meta = with lib; {
     description = "Advanced data structures for handling temporal segments with attached labels";
     homepage = "https://github.com/pyannote/pyannote-core";
+    changelog = "https://github.com/pyannote/pyannote-core/releases/tag/${version}";
     license = licenses.mit;
     maintainers = with maintainers; [ ];
   };