diff --git a/textproc/py-gensim/Makefile b/textproc/py-gensim/Makefile
index 32095b5c0ae4..47099cd35e8a 100644
--- a/textproc/py-gensim/Makefile
+++ b/textproc/py-gensim/Makefile
@@ -1,6 +1,5 @@
 PORTNAME=	gensim
-DISTVERSION=	4.3.2
-PORTREVISION=	1
+DISTVERSION=	4.3.3
 CATEGORIES=	textproc python
 MASTER_SITES=	PYPI
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
@@ -12,18 +11,23 @@ WWW=		https://radimrehurek.com/gensim/
 LICENSE=	LGPL21
 LICENSE_FILE=	${WRKSRC}/COPYING
 
-PY_DEPENDS=	${PYNUMPY} \
-		${PYTHON_PKGNAMEPREFIX}scipy>0:science/py-scipy@${PY_FLAVOR} \
-		${PYTHON_PKGNAMEPREFIX}smart-open>=1.8.1:net/py-smart-open@${PY_FLAVOR}
 BUILD_DEPENDS=	${PY_SETUPTOOLS} \
-		${PYTHON_PKGNAMEPREFIX}wheel>0:devel/py-wheel@${PY_FLAVOR} \
-		${PY_DEPENDS}
-RUN_DEPENDS=	${PY_DEPENDS}
+		${PYNUMPY} \
+		${PYTHON_PKGNAMEPREFIX}wheel>0:devel/py-wheel@${PY_FLAVOR}
+RUN_DEPENDS=	${PYNUMPY} \
+		${PYTHON_PKGNAMEPREFIX}scipy>=1.7.0:science/py-scipy@${PY_FLAVOR} \
+		${PYTHON_PKGNAMEPREFIX}smart-open>=1.8.1:net/py-smart-open@${PY_FLAVOR}
+TEST_DEPENDS=	${PYTHON_PKGNAMEPREFIX}pytest-cov>0:devel/py-pytest-cov@${PY_FLAVOR} \
+		${PYTHON_PKGNAMEPREFIX}testfixtures>0:devel/py-testfixtures@${PY_FLAVOR}
 
 USES=		compiler:c++11-lang python
-USE_PYTHON=	pep517 cython autoplist pytest # tests fail, see https://github.com/RaRe-Technologies/gensim/issues/3491
+USE_PYTHON=	pep517 cython autoplist pytest # tests fail unde PyTest, see https://github.com/RaRe-Technologies/gensim/issues/3561
 
 TEST_ENV=	${MAKE_ENV} PYTHONPATH=${STAGEDIR}${PYTHONPREFIX_SITELIBDIR}
+TEST_WRKSRC=	${WRKSRC}/gensim/test
+
+# python setup.py build_ext --inplace
+xPYDISTUTILS_BUILD_TARGET=	build_ext
 
 post-install:
 	${FIND} ${STAGEDIR}${PYTHON_SITELIBDIR} -name "*.so" | ${XARGS} ${STRIP_CMD}
diff --git a/textproc/py-gensim/distinfo b/textproc/py-gensim/distinfo
index 914a44f5e25d..4bcf9d5c8645 100644
--- a/textproc/py-gensim/distinfo
+++ b/textproc/py-gensim/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1693202511
-SHA256 (gensim-4.3.2.tar.gz) = 99ac6af6ffd40682e70155ed9f92ecbf4384d59fb50af120d343ea5ee1b308ab
-SIZE (gensim-4.3.2.tar.gz) = 23263982
+TIMESTAMP = 1726687146
+SHA256 (gensim-4.3.3.tar.gz) = 84852076a6a3d88d7dac5be245e24c21c3b819b565e14c1b61fa3e5ee76dcf57
+SIZE (gensim-4.3.3.tar.gz) = 23258708
diff --git a/textproc/py-gensim/files/patch-pyproject.toml b/textproc/py-gensim/files/patch-pyproject.toml
index 0333a7904e16..3e51c0907ad0 100644
--- a/textproc/py-gensim/files/patch-pyproject.toml
+++ b/textproc/py-gensim/files/patch-pyproject.toml
@@ -1,13 +1,12 @@
---- pyproject.toml.orig	2023-08-28 06:12:49 UTC
+--- pyproject.toml.orig	2024-07-19 13:32:36 UTC
 +++ pyproject.toml
-@@ -7,8 +7,8 @@ requires = [
+@@ -7,8 +7,7 @@ requires = [
      "Cython>=0.29.32,<3.0.0",
      # oldest supported Numpy for this platform is 1.17 but the oldest supported by Gensim
      # is 1.18.5, remove the line when they increase oldest supported Numpy for this platform
 -    "numpy==1.18.5; python_version=='3.8' and platform_machine not in 'arm64|aarch64'",
 -    "oldest-supported-numpy; python_version>'3.8' or platform_machine in 'arm64|aarch64'",
-+    #"numpy==1.18.5; python_version=='3.8' and platform_machine not in 'arm64|aarch64'",
-+    "numpy>0; python_version>'3.8' or platform_machine in 'arm64|aarch64'",
-     "scipy",
++    "numpy; python_version>'3.8' or platform_machine in 'arm64|aarch64'",
      "setuptools",
      "wheel",
+ ]