diff --git a/pkgs/development/python-modules/fuzzytm/default.nix b/pkgs/development/python-modules/fuzzytm/default.nix
new file mode 100644
index 000000000000..e7dae0d02ee1
--- /dev/null
+++ b/pkgs/development/python-modules/fuzzytm/default.nix
@@ -0,0 +1,46 @@
+{ lib
+, buildPythonPackage
+, fetchPypi
+, gensim
+, numpy
+, pandas
+, pyfume
+, scipy
+, pythonOlder
+}:
+
+buildPythonPackage rec {
+  pname = "fuzzytm";
+  version = "2.0.5";
+  format = "setuptools";
+
+  disabled = pythonOlder "3.7";
+
+  src = fetchPypi {
+    pname = "FuzzyTM";
+    inherit version;
+    hash = "sha256-IELkjd3/yc2lBYsLP6mms9LEcXOfVtNNooEKCMf9BtU=";
+  };
+
+  propagatedBuildInputs = [
+    gensim
+    numpy
+    pandas
+    pyfume
+    scipy
+  ];
+
+  # Module has no tests
+  doCheck = false;
+
+  pythonImportsCheck = [
+    "FuzzyTM"
+  ];
+
+  meta = with lib; {
+    description = "Library for Fuzzy Topic Models";
+    homepage = "https://github.com/ERijck/FuzzyTM";
+    license = licenses.gpl2Only;
+    maintainers = with maintainers; [ fab ];
+  };
+}
diff --git a/pkgs/development/python-modules/gensim/default.nix b/pkgs/development/python-modules/gensim/default.nix
index 183454dac89d..fe3742886eb6 100644
--- a/pkgs/development/python-modules/gensim/default.nix
+++ b/pkgs/development/python-modules/gensim/default.nix
@@ -14,14 +14,14 @@
 
 buildPythonPackage rec {
   pname = "gensim";
-  version = "4.3.0";
+  version = "4.3.1";
   format = "setuptools";
 
-  disabled = pythonOlder "3.6";
+  disabled = pythonOlder "3.8";
 
   src = fetchPypi {
     inherit pname version;
-    hash = "sha256-ZL1+ximQIVh4gi6LJWnRg1BU9WzfU2AN3+mSfjHztI0=";
+    hash = "sha256-i18RwOalMICGtI6PaEEiOk+ho31RNoRhK37oVLUzAV8=";
   };
 
   nativeBuildInputs = [
@@ -54,10 +54,8 @@ buildPythonPackage rec {
   meta = with lib; {
     description = "Topic-modelling library";
     homepage = "https://radimrehurek.com/gensim/";
+    changelog = "https://github.com/RaRe-Technologies/gensim/blob/${version}/CHANGELOG.md";
     license = licenses.lgpl21Only;
     maintainers = with maintainers; [ jyp ];
-    # python310 errors as: No matching distribution found for FuzzyTM>=0.4.0
-    # python311 errors as: longintrepr.h: No such file or directory
-    broken = true; # At 2023-02-05
   };
 }
diff --git a/pkgs/development/python-modules/pyfume/default.nix b/pkgs/development/python-modules/pyfume/default.nix
new file mode 100644
index 000000000000..308f5eeeb529
--- /dev/null
+++ b/pkgs/development/python-modules/pyfume/default.nix
@@ -0,0 +1,46 @@
+{ lib
+, buildPythonPackage
+, fetchPypi
+, fst-pso
+, numpy
+, pandas
+, pythonOlder
+, scipy
+, simpful
+}:
+
+buildPythonPackage rec {
+  pname = "pyfume";
+  version = "0.2.25";
+  format = "setuptools";
+
+  disabled = pythonOlder "3.7";
+
+  src = fetchPypi {
+    pname = "pyFUME";
+    inherit version;
+    hash = "sha256-uD1IHFyNd9yv3eyHPZ4pg6X2+rLTY5sYsQysuIXbvfA=";
+  };
+
+  propagatedBuildInputs = [
+    fst-pso
+    numpy
+    pandas
+    scipy
+    simpful
+  ];
+
+  # Module has not test
+  doCheck = false;
+
+  pythonImportsCheck = [
+    "pyfume"
+  ];
+
+  meta = with lib; {
+    description = "A Python package for fuzzy model estimation";
+    homepage = "https://github.com/CaroFuchs/pyFUME";
+    license = with licenses; [ gpl3Only ];
+    maintainers = with maintainers; [ fab ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 35d19f53bf08..ad68e98b3b7b 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -3804,6 +3804,8 @@ self: super: with self; {
 
   fuzzyfinder = callPackage ../development/python-modules/fuzzyfinder { };
 
+  fuzzytm = callPackage ../development/python-modules/fuzzytm { };
+
   fuzzywuzzy = callPackage ../development/python-modules/fuzzywuzzy { };
 
   fvs = callPackage ../development/python-modules/fvs { };
@@ -8363,6 +8365,8 @@ self: super: with self; {
 
   pyfttt = callPackage ../development/python-modules/pyfttt { };
 
+  pyfume = callPackage ../development/python-modules/pyfume { };
+
   pyfuse3 = callPackage ../development/python-modules/pyfuse3 { };
 
   pyfxa = callPackage ../development/python-modules/pyfxa { };