diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index fa7471f..a46c909 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -31,7 +31,7 @@ jobs:
 
       - name: Run mypy
         run: |
-          uv -v run mypy
+          uv -v run --group=doc mypy
 
       - name: Build & Install
         run: |
@@ -39,18 +39,18 @@ jobs:
           uv -v pip install dist/scio_pypi-1.0.2.dev0-py3-none-any.whl
 
       - name: Build docs (Posix)
-        if: matrix.os != 'windows-latest' && matrix.python-version != '3.14'  # github.com/ThalesGroup/scio/issues/38
+        if: matrix.os != 'windows-latest'
         env:
           SPHINXOPTS: --fail-on-warning
         run: |
-          uv -v run make -C docs
+          uv -v run --group=doc make -C docs
 
       - name: Build docs (Windows)
-        if: matrix.os == 'windows-latest' && matrix.python-version != '3.14'  # github.com/ThalesGroup/scio/issues/38
+        if: matrix.os == 'windows-latest'
         env:
           SPHINXOPTS: --fail-on-warning
         run: |
-          uv -v run cmd /c "docs\\make.bat"
+          uv -v run --group=doc cmd /c "docs\\make.bat"
 
       - name: Run pytest
         id: run-pytest
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 7c3c208..616d4bb 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -89,7 +89,7 @@ For developers using `uv`, these can easily be checked with the following.
 ```bash
 # From root directory
 uv run pytest
-uv run mypy
+uv run mypy  # Use `uv run --group=doc mypy` if doc was updated
 uvx ruff format --diff
 uvx ruff check
 ```
@@ -98,12 +98,12 @@ If your contribution changes the documentation, you can rebuild it with the foll
 
 ```bash
 # Ubuntu or MacOS
-uv run make -C docs
+uv run --group=doc make -C docs
 ```
 
 ```powershell
 # Windows
-uv run cmd /c "docs\make.bat"
+uv run --group=doc cmd /c "docs\make.bat"
 ```
 
 #### First time codebase contributors
diff --git a/docs/.readthedocs.yaml b/docs/.readthedocs.yaml
index 28b389c..10f367a 100644
--- a/docs/.readthedocs.yaml
+++ b/docs/.readthedocs.yaml
@@ -13,7 +13,7 @@ build:
     - pip install uv
     # Clone the repo hub first to avoid log in sphinx-gallery tutorials
     - git clone --branch hub https://github.com/ThalesGroup/scio.git ~/.cache/torch/hub/ThalesGroup_scio_hub
-    - uv run make -C docs
+    - uv run --group=doc make -C docs
     - mkdir -p $READTHEDOCS_OUTPUT
     - mv docs/_build/html $READTHEDOCS_OUTPUT
 
diff --git a/docs/src/conf.py b/docs/src/conf.py
index ed1b872..94a3b36 100644
--- a/docs/src/conf.py
+++ b/docs/src/conf.py
@@ -22,14 +22,18 @@
 
 import torch
 from paramclasses import IMPL, MISSING, isparamclass
-from sphinx.application import Sphinx
-from sphinx.util import logging
-from sphinx_gallery.sorting import ExplicitOrder  # type: ignore[import-untyped]
+from sphinx.application import Sphinx  # type: ignore[import-not-found, unused-ignore]
+from sphinx.util import logging  # type: ignore[import-not-found, unused-ignore]
+from sphinx_gallery.sorting import (  # type: ignore[import-not-found, import-untyped, unused-ignore]
+    ExplicitOrder,
+)
 
 if TYPE_CHECKING:
     from re import Match
 
-    from sphinx.ext.autodoc import _AutodocObjType  # noqa: TC004 (unclear...)
+    from sphinx.ext.autodoc import (  # type: ignore[import-not-found, unused-ignore]
+        _AutodocObjType,  # noqa: TC004 (unclear...)
+    )
 
 import scio
 
diff --git a/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py b/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py
index 098bf68..2f1ed57 100644
--- a/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py
+++ b/docs/src/tutorials/visualizing_and_evaluating_ood_detection_algorithms.py
@@ -7,12 +7,6 @@
 # .. hint:: We recommend reading
 #    :doc:`/auto_tutorials/inferring_with_confidence` first.
 #
-# .. attention:: At the time of this release, the third-party library
-#    `datasets <https://github.com/huggingface/datasets>`_ may not be
-#    fully compatible with Python 3.14 yet. If necessary, use older
-#    Python versions. For more information, see `this issue
-#    <https://github.com/ThalesGroup/scio/issues/38>`_.
-#
 # In this tutorial, we use the
 # :doc:`/api_references/eval/classification` API from ``scio.eval`` to
 # compare several confidence score algorithms in a classification setup,
diff --git a/pyproject.toml b/pyproject.toml
index 3755700..4230a57 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,17 +46,20 @@ dependencies = [
     "torch>=2.6",
     "torchinfo>=1.8",
 ]
+
 [dependency-groups]
 dev = [
-    "datasets>=4.3.0",
     "mypy>=1.17",
     "mypy-extensions>=1.1",
-    "myst-parser>=4.0.1",
     "pandas-stubs>=2.2.3.241126",
-    "pydata-sphinx-theme>=0.16.1",
-    "pytest>=8.3.4",
+    "pytest>=9",
     "pytest-cov>=6",
     "ruamel-yaml>=0.18.7",
+]
+doc = [
+    "datasets>=4.4.0",
+    "myst-parser>=4.0.1",
+    "pydata-sphinx-theme>=0.16.1",
     "sphinx>=8.2.3",
     "sphinx-copybutton>=0.5.2",
     "sphinx-design>=0.6.1",
diff --git a/test/expected/test_knn_label_count_expectations/array_cpu-double-ip-1-1-self_query=False.arr00.pt b/test/expected/test_knn_label_count_expectations/array_double-cpu-ip-1-1-self_query=False.arr00.pt
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rename from test/expected/test_knn_label_count_expectations/array_cpu-double-ip-1-1-self_query=False.arr00.pt
rename to test/expected/test_knn_label_count_expectations/array_double-cpu-ip-1-1-self_query=False.arr00.pt
diff --git a/test/expected/test_knn_label_count_expectations/array_cpu-double-ip-1-1-self_query=True.arr00.pt b/test/expected/test_knn_label_count_expectations/array_double-cpu-ip-1-1-self_query=True.arr00.pt
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diff --git a/test/expected/test_knn_label_count_expectations/array_cuda-half-l2-25-1-self_query=True.arr00.pt b/test/expected/test_knn_label_count_expectations/array_half-cuda-l2-25-1-self_query=True.arr00.pt
similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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rename to test/expected/test_knn_label_count_expectations/array_half-cuda-l2-25-51-self_query=False.arr00.pt
diff --git a/test/expected/test_knn_label_count_expectations/array_cuda-half-l2-25-51-self_query=True.arr00.pt b/test/expected/test_knn_label_count_expectations/array_half-cuda-l2-25-51-self_query=True.arr00.pt
similarity index 100%
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