diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 1faf672d..9c4a3f05 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -15,9 +15,22 @@ jobs:
       name: pypi
       url: https://pypi.org/project/deepparse/
     permissions:
-      id-token: write
+        id-token: write
+
     steps:
-    # retrieve your distributions here
+      - uses: actions/checkout@v3
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.11"
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install setuptools wheel
+
+      - name: Build and publish
+        run:
+          DEEPPARSE_RELEASE_BUILD=1 python setup.py sdist bdist_wheel
 
-    - name: Publish package distributions to PyPI
-      uses: pypa/gh-action-pypi-publish@release/v1
\ No newline at end of file
+      - name: Publish package distributions to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
\ No newline at end of file
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8d9e47b8..1ca798c1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -356,4 +356,12 @@
 
 - Fix Sentry version error in Docker Image.
 
+## 0.9.12
+
+- Bug-fix the call to the BPEmb class instead of the BPEmbBaseURLWrapperBugFix to fix the download URL in `download_models`.
+
+## 0.9.13
+
+- Update Gensim version in setup to allow for the installation of recent Scipy versions.
+
 ## dev
\ No newline at end of file
diff --git a/deepparse/__init__.py b/deepparse/__init__.py
index 54ba23f1..23a31899 100644
--- a/deepparse/__init__.py
+++ b/deepparse/__init__.py
@@ -1,4 +1,5 @@
 # pylint: disable=wildcard-import
+from .bpemb_url_bug_fix import *
 from .download_tools import *
 from .validations import *
 from .version import __version__
diff --git a/deepparse/bpemb_url_bug_fix.py b/deepparse/bpemb_url_bug_fix.py
new file mode 100644
index 00000000..dd9476eb
--- /dev/null
+++ b/deepparse/bpemb_url_bug_fix.py
@@ -0,0 +1,13 @@
+"""
+Due to an error in the BPEmb base URL to download the weights, and since the authors and maintainer do not respond or
+seems to maintain the project; we use a wrapper to bug-fix the URL to change it.
+However, the wrapper must be placed here due to circular import.
+"""
+
+from bpemb import BPEmb
+
+
+class BPEmbBaseURLWrapperBugFix(BPEmb):
+    def __init__(self, **kwargs):
+        self.base_url = "https://bpemb.h-its.org/multi/"
+        super().__init__(**kwargs)
diff --git a/deepparse/download_tools.py b/deepparse/download_tools.py
index 035c3a47..0355542e 100644
--- a/deepparse/download_tools.py
+++ b/deepparse/download_tools.py
@@ -8,11 +8,11 @@
 from urllib.request import urlopen
 
 import requests
-from bpemb import BPEmb
 from fasttext.FastText import _FastText
 from requests import HTTPError
 from urllib3.exceptions import MaxRetryError
 
+from .bpemb_url_bug_fix import BPEmbBaseURLWrapperBugFix
 from .errors.server_error import ServerError
 
 BASE_URL = "https://graal.ift.ulaval.ca/public/deepparse/{}.{}"
@@ -127,7 +127,7 @@ def download_model(
     elif model_type == "fasttext-light":
         download_fasttext_magnitude_embeddings(cache_dir=saving_cache_path)
     elif "bpemb" in model_type:
-        BPEmb(
+        BPEmbBaseURLWrapperBugFix(
             lang="multi", vs=100000, dim=300, cache_dir=saving_cache_path
         )  # The class manages the download of the pretrained words embedding
 
diff --git a/deepparse/embeddings_models/bpemb_embeddings_model.py b/deepparse/embeddings_models/bpemb_embeddings_model.py
index 4697b175..4761de94 100644
--- a/deepparse/embeddings_models/bpemb_embeddings_model.py
+++ b/deepparse/embeddings_models/bpemb_embeddings_model.py
@@ -3,19 +3,13 @@
 from pathlib import Path
 
 import requests
-from bpemb import BPEmb
 from numpy.core.multiarray import ndarray
 from urllib3.exceptions import InsecureRequestWarning
 
+from ..bpemb_url_bug_fix import BPEmbBaseURLWrapperBugFix
 from .embeddings_model import EmbeddingsModel
 
 
-class BPEmbBaseURLWrapperBugFix(BPEmb):
-    def __init__(self, **kwargs):
-        self.base_url = "https://bpemb.h-its.org/multi/"
-        super().__init__(**kwargs)
-
-
 class BPEmbEmbeddingsModel(EmbeddingsModel):
     """
     BPEmb embeddings network from `BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages
diff --git a/requirements.txt b/requirements.txt
index f93a8e98..aa294ec7 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,12 +1,12 @@
 torch
 bpemb
 numpy<2.0.0
-scipy<=1.10.1
+scipy
 requests
 pymagnitude-light
 colorama>=0.4.3
 poutyne
-gensim>=4.2.0
+gensim>=4.3.3
 fasttext-wheel
 pandas
 urllib3
diff --git a/setup.cfg b/setup.cfg
index e20fbfde..6e787448 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,5 +1,5 @@
 [metadata]
-description-file = README.md
+description_file = README.md
 
 [options.entry_points]
 console_scripts =
diff --git a/setup.py b/setup.py
index 815e8621..12f39d70 100644
--- a/setup.py
+++ b/setup.py
@@ -72,8 +72,8 @@ def main():
             "numpy<2.0.0",
             "torch",
             "bpemb",
-            "scipy<=1.10.1",
-            "gensim>=4.0.0",
+            "scipy",
+            "gensim>=4.3.3",
             "requests",
             "fasttext-wheel",
             "pymagnitude-light",
@@ -90,7 +90,7 @@ def main():
             "colorama": "colorama",
             "app": ["fastapi[all]>=0.109.1", "uvicorn==0.22.0", "sentry-sdk[fastapi]>=2.0.0", "python-decouple==3.8"],
             "all": [
-                "colorama>",  # colorama
+                "colorama",  # colorama
                 "fastapi[all]>=0.109.1",  # app requirements
                 "uvicorn==0.22.0",
                 "sentry-sdk[fastapi]>=2.0.0",
diff --git a/tests/cli/test_download_model.py b/tests/cli/test_download_model.py
index 8df88984..efb824dc 100644
--- a/tests/cli/test_download_model.py
+++ b/tests/cli/test_download_model.py
@@ -60,7 +60,7 @@ def test_givenAFasttextMagnitudeDownload_whenModelIsNotLocal_thenDownloadEmbeddi
     @patch("deepparse.download_tools.download_weights")
     def test_givenABPembDownload_whenModelIsNotLocal_thenDownloadEmbeddings(self, weights_download_mock):
         with patch("deepparse.download_tools.CACHE_PATH", self.fake_cache_dir):
-            with patch("deepparse.download_tools.BPEmb") as downloader:
+            with patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix") as downloader:
                 download_model_cli_main([self.a_bpemb_model_type])
 
                 downloader.assert_called()
@@ -95,7 +95,7 @@ def test_givenAFasttextLightDownload_whenModelIsNotLocal_thenDownloadWeights(sel
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_fasttext_light_model_file_name, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     def test_givenABPembDownload_whenModelIsNotLocal_thenDownloadWeights(self, download_embeddings_mock):
         with patch("deepparse.download_tools.CACHE_PATH", self.fake_cache_dir):
             with patch("deepparse.download_tools.download_weights") as downloader:
@@ -104,7 +104,7 @@ def test_givenABPembDownload_whenModelIsNotLocal_thenDownloadWeights(self, downl
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_bpemb_model_type, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     def test_givenABPembAttDownload_whenModelIsNotLocal_thenDownloadWeights(self, download_embeddings_mock):
         with patch("deepparse.download_tools.CACHE_PATH", self.fake_cache_dir):
             with patch("deepparse.download_tools.download_weights") as downloader:
@@ -139,7 +139,7 @@ def test_givenAFasttextLightDownload_whenModelIsLocalButNotLatest_thenDownloadWe
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_fasttext_light_model_file_name, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     @patch("deepparse.download_tools.os.path.isfile", return_value=True)
     @patch("deepparse.download_tools.latest_version", return_value=False)  # not the latest version
     def test_givenABPembDownload_whenModelIsLocalButNotLatest_thenDownloadWeights(
@@ -179,7 +179,7 @@ def test_givenAFasttextLightDownload_whenModelIsLocalAndGoodVersion_thenDoNoting
 
                 downloader.assert_not_called()
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     @patch("deepparse.download_tools.os.path.isfile", return_value=True)
     @patch("deepparse.download_tools.latest_version", return_value=True)  # the latest version
     def test_givenABPembDownload_whenModelIsLocalAndGoodVersion_thenDoNoting(
@@ -218,7 +218,7 @@ def test_givenAFasttextLightDownload_whenModelIsNotLocalButNotLatest_thenDownloa
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_fasttext_light_model_file_name, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     @patch("deepparse.download_tools.os.path.isfile", side_effect=[False, True])  # no version file in local
     def test_givenABPembDownload_whenModelIsNotLocalButNotLatest_thenDownloadWeights(
         self, download_embeddings_mock, os_is_file_mock
diff --git a/tests/cli/test_download_models.py b/tests/cli/test_download_models.py
index 114fcd84..26a967af 100644
--- a/tests/cli/test_download_models.py
+++ b/tests/cli/test_download_models.py
@@ -31,7 +31,7 @@ def tearDown(self) -> None:
     @patch("deepparse.download_tools.download_weights")
     @patch("deepparse.download_tools.download_fasttext_embeddings")
     @patch("deepparse.download_tools.download_fasttext_magnitude_embeddings")
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     def test_givenADownloadAllModels_whenModelsAreNotLocal_thenDownloadAllModels(
         self,
         BPEmb_mock,
diff --git a/tests/test_download_tools.py b/tests/test_download_tools.py
index 202c7c89..9469fbe2 100644
--- a/tests/test_download_tools.py
+++ b/tests/test_download_tools.py
@@ -352,7 +352,7 @@ def tearDown(self) -> None:
     @patch("deepparse.download_tools.download_weights")
     @patch("deepparse.download_tools.download_fasttext_embeddings")
     @patch("deepparse.download_tools.download_fasttext_magnitude_embeddings")
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     def test_givenADownloadAllModels_whenModelsAreNotLocal_thenDownloadAllModels(
         self,
         BPEmb_mock,
@@ -428,7 +428,7 @@ def test_givenAFasttextMagnitudeDownload_whenModelIsNotLocal_thenDownloadEmbeddi
     @patch("deepparse.download_tools.download_weights")
     def test_givenABPembDownload_whenModelIsNotLocal_thenDownloadEmbeddings(self, weights_download_mock):
         with patch("deepparse.download_tools.CACHE_PATH", self.fake_cache_dir):
-            with patch("deepparse.download_tools.BPEmb") as downloader:
+            with patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix") as downloader:
                 download_model(self.a_bpemb_model_type)
 
                 downloader.assert_called()
@@ -463,7 +463,7 @@ def test_givenAFasttextLightDownload_whenModelIsNotLocal_thenDownloadWeights(sel
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_fasttext_light_model_file_name, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     def test_givenABPembDownload_whenModelIsNotLocal_thenDownloadWeights(self, download_embeddings_mock):
         with patch("deepparse.download_tools.CACHE_PATH", self.fake_cache_dir):
             with patch("deepparse.download_tools.download_weights") as downloader:
@@ -472,7 +472,7 @@ def test_givenABPembDownload_whenModelIsNotLocal_thenDownloadWeights(self, downl
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_bpemb_model_type, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     def test_givenABPembAttDownload_whenModelIsNotLocal_thenDownloadWeights(self, download_embeddings_mock):
         with patch("deepparse.download_tools.CACHE_PATH", self.fake_cache_dir):
             with patch("deepparse.download_tools.download_weights") as downloader:
@@ -507,7 +507,7 @@ def test_givenAFasttextLightDownload_whenModelIsLocalButNotLatest_thenDownloadWe
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_fasttext_light_model_file_name, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     @patch("deepparse.download_tools.os.path.isfile", return_value=True)
     @patch("deepparse.download_tools.latest_version", return_value=False)  # not the latest version
     def test_givenABPembDownload_whenModelIsLocalButNotLatest_thenDownloadWeights(
@@ -547,7 +547,7 @@ def test_givenAFasttextLightDownload_whenModelIsLocalAndGoodVersion_thenDoNoting
 
                 downloader.assert_not_called()
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     @patch("deepparse.download_tools.os.path.isfile", return_value=True)
     @patch("deepparse.download_tools.latest_version", return_value=True)  # the latest version
     def test_givenABPembDownload_whenModelIsLocalAndGoodVersion_thenDoNoting(
@@ -586,7 +586,7 @@ def test_givenAFasttextLightDownload_whenModelIsNotLocalButNotLatest_thenDownloa
                 downloader.assert_called()
                 downloader.assert_any_call(self.a_fasttext_light_model_file_name, saving_dir=self.fake_cache_dir)
 
-    @patch("deepparse.download_tools.BPEmb")
+    @patch("deepparse.download_tools.BPEmbBaseURLWrapperBugFix")
     @patch("deepparse.download_tools.os.path.isfile", side_effect=[False, True])  # no version file in local
     def test_givenABPembDownload_whenModelIsNotLocalButNotLatest_thenDownloadWeights(
         self, download_embeddings_mock, os_is_file_mock
diff --git a/version.txt b/version.txt
index 6889a311..6af8ded7 100644
--- a/version.txt
+++ b/version.txt
@@ -1 +1 @@
-0.9.11
\ No newline at end of file
+0.9.13
\ No newline at end of file