diff --git a/.github/DOCS.md b/.github/DOCS.md
index c740c32..1350254 100644
--- a/.github/DOCS.md
+++ b/.github/DOCS.md
@@ -2,25 +2,25 @@
 
 In this folder there is configuration for codecoverage, dependabot and ci workflows.
 
-This folder can be merged using a `--allow-unrelated-histories` merge strategy from <https://github.com/spraakbanken/python-pdm-ci-conf> which provides a reasonably sensible base for writing your own ci on. By using this strategy the history of the CI repo is included in your repo, and future updates to the CI can be merged later.
+This folder can be merged using a `--allow-unrelated-histories` merge strategy from <https://github.com/spraakbanken/python-uv-ci-conf> which provides a reasonably sensible base for writing your own ci on. By using this strategy the history of the CI repo is included in your repo, and future updates to the CI can be merged later.
 
 The workflows in this folder requires a root Makefile with a couple of targets defined.
-As base can the Makefile in <https://github.com/spraakbanken/python-pdm-make-conf> be used.
+As base can the Makefile in <https://github.com/spraakbanken/python-uv-make-conf> be used.
 
 ## Publish
 
-The `publish`-step in [test.yml](./workflows/test.yml) is configured to use the GitHub environment `release`, create that or change to your preferred environment.
+The `publish`-step in [release.yml](./workflows/release.yml) is configured to use the GitHub environment `release`, create that or change to your preferred environment.
 To publish to PyPI you must also configure your Pypi-project settings to use Trusted Publisher Management, by setting repo, workflow and environment on PyPI.
 
 To perform this merge run:
 
 ```shell
-git remote add ci git@github.com:spraakbanken/python-pdm-ci-conf.git
+git remote add ci git@github.com:spraakbanken/python-uv-ci-conf.git
 git fetch ci
 git merge --allow-unrelated-histories ci/main
 ```
 
-or add the remote as `git remote add ci https://github.com/spraakbanken/python-pdm-ci-conf.git`
+or add the remote as `git remote add ci https://github.com/spraakbanken/python-uv-ci-conf.git`
 
 To later merge updates to this repo, just run:
 
diff --git a/.github/workflows/check.yml b/.github/workflows/check.yml
index c11b683..c676a96 100644
--- a/.github/workflows/check.yml
+++ b/.github/workflows/check.yml
@@ -11,7 +11,8 @@ permissions:
   contents: read
 
 env:
-  MINIMUM_PYTHON_VERSION: "3.8"
+  MINIMUM_PYTHON_VERSION: "3.9"
+  UV_VERSION: "0.5.1"
 
 # If new code is pushed to a PR branch, then cancel in progress workflows for that PR. Ensures that
 # we don't waste CI time, and returns results quicker https://github.com/jonhoo/rust-ci-conf/pull/5
@@ -22,82 +23,117 @@ concurrency:
 jobs:
   fmt:
     runs-on: ubuntu-latest
-    name: ubuntu / 3.8 / fmt
+    name: ubuntu / 3.9 / fmt
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
 
       - name: Set up the python ${{ env.MINIMUM_PYTHON_VERSION }}
-        uses: pdm-project/setup-pdm@v4
+        uses: actions/setup-python@v5
         id: setup-python
         with:
           python-version: ${{ env.MINIMUM_PYTHON_VERSION }}
-      
+
+      #----------------------------------------------
+      #  -----  setup uv and load cache   -----
+      #----------------------------------------------
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       - name: Load cached venv
         id: cached-venv
         uses: actions/cache@v4
         with:
           path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('.github/workflows/check.yml') }}
-    
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('**/uv.lock') }}
+
       - name: Install dependencies
         if: steps.cached-venv.outputs.cache-hit != 'true'
         run: make install-dev
-      
+
       - name: check formatting
         run: make check-fmt
+
   lint:
     runs-on: ubuntu-latest
-    name: ubuntu / 3.8 / lint
+    name: ubuntu / 3.9 / lint
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
       - name: Set up the python ${{ env.MINIMUM_PYTHON_VERSION }}
-        uses: pdm-project/setup-pdm@v4
+        uses: actions/setup-python@v5
         id: setup-python
         with:
           python-version: ${{ env.MINIMUM_PYTHON_VERSION }}
+
+      #----------------------------------------------
+      #  -----  setup uv and load cache   -----
+      #----------------------------------------------
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       - name: Load cached venv
         id: cached-venv
         uses: actions/cache@v4
         with:
           path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('.github/workflows/check.yml') }}
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('**/uv.lock') }}
+
       - name: Install dependencies
         if: steps.cached-venv.outputs.cache-hit != 'true'
         run: make install-dev
+
       - name: lint code
         run: make lint
+
   type-check:
     runs-on: ubuntu-latest
-    name: ubuntu / 3.8 / type-check
+    name: ubuntu / 3.9 / type-check
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
       - name: Set up the python ${{ env.MINIMUM_PYTHON_VERSION }}
-        uses: pdm-project/setup-pdm@v4
+        uses: actions/setup-python@v5
         id: setup-python
         with:
           python-version: ${{ env.MINIMUM_PYTHON_VERSION }}
+
+      #----------------------------------------------
+      #  -----  setup uv and load cache   -----
+      #----------------------------------------------
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       - name: Load cached venv
         id: cached-venv
         uses: actions/cache@v4
         with:
           path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('.github/workflows/check.yml') }}
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('**/uv.lock') }}
+
       - name: Install dependencies
         if: steps.cached-venv.outputs.cache-hit != 'true'
         run: make install-dev
+
       - name: type-check code
         run: make type-check
 
   # https://github.com/marketplace/actions/alls-green#why used for branch protection checks
   check-check:
     if: always()
-    needs: 
+    needs:
       - fmt
       - lint
       - type-check
diff --git a/.github/workflows/release-viklofg-sweocr.yml b/.github/workflows/release-viklofg-sweocr.yml
index 462e89f..d056f87 100644
--- a/.github/workflows/release-viklofg-sweocr.yml
+++ b/.github/workflows/release-viklofg-sweocr.yml
@@ -5,7 +5,7 @@ on:
     branches:
       - main
     tags:
-      - 'ocr-correction-viklofg-sweocr-v[0-9]+.[0-9]+.[0-9]+'
+      - "ocr-correction-viklofg-sweocr-v[0-9]+.[0-9]+.[0-9]+"
   pull_request:
   merge_group:
 
@@ -16,13 +16,14 @@ permissions:
   contents: read
 
 env:
-  MINIMUM_PYTHON_VERSION: "3.8"
+  MINIMUM_PYTHON_VERSION: "3.9"
+  UV_VERSION: "0.5.1"
 
 jobs:
   build:
     # This action builds distribution files for upload to PyPI
 
-    name: ubuntu / 3.8 / build
+    name: ubuntu / 3.9 / build
     runs-on: ubuntu-latest
     steps:
       #----------------------------------------------
@@ -32,16 +33,25 @@ jobs:
         uses: actions/checkout@v4
         with:
           submodules: true
-      
+
       #----------------------------------------------
       #  -----  setup python   -----
       #----------------------------------------------
       - name: Set up the environment
-        uses: pdm-project/setup-pdm@v4
+        uses: actions/setup-python@v5
         id: setup-python
         with:
           python-version: ${{ env.MINIMUM_PYTHON_VERSION }}
-      
+
+      #----------------------------------------------
+      #  -----  setup uv and load cache   -----
+      #----------------------------------------------
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       #----------------------------------------------
       #  -----  build distribution -----
       #----------------------------------------------
@@ -60,14 +70,16 @@ jobs:
     # This action runs the test suite on the built artifact in the `build` action.
     # The default is to run this in ubuntu, macos and windows
 
-    name: ${{ matrix.os }} / 3.8 / test built artifact
+    name: ${{ matrix.os }} / 3.9 / test built artifact
     needs: [build]
 
     strategy:
       fail-fast: false
       matrix:
-        os: 
+        os:
           - ubuntu
+          - macos
+          - windows
 
     runs-on: ${{ matrix.os }}-latest
     steps:
@@ -91,11 +103,11 @@ jobs:
       - run: pip install -r ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
       - run: pip install sparv-sbx-ocr-correction-viklofg-sweocr --no-index --no-deps --find-links dist --force-reinstall
       - run: pytest ocr-correction-viklofg-sweocr/tests
-  
+
   # https://github.com/marketplace/actions/alls-green#why used for branch protection checks
   release-check:
     if: always()
-    needs: 
+    needs:
       - build
       - test-build
     runs-on: ubuntu-latest
@@ -108,9 +120,9 @@ jobs:
           # allowed-failures: coverage
 
   publish:
-    # This action publishes the built and tested artifact to PyPI, but only on a tag 
+    # This action publishes the built and tested artifact to PyPI, but only on a tag
 
-    needs: 
+    needs:
       - test-build
     if: success() && startsWith(github.ref, 'refs/tags/ocr-correction-viklofg-sweocr-v')
     runs-on: ubuntu-latest
diff --git a/.github/workflows/scheduled.yml b/.github/workflows/scheduled.yml
index df4f7a9..ab75168 100644
--- a/.github/workflows/scheduled.yml
+++ b/.github/workflows/scheduled.yml
@@ -9,7 +9,7 @@ on:
     branches: [main]
   pull_request:
   schedule:
-    - cron:  '7 7 * * *'
+    - cron: "7 7 * * *"
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
@@ -17,60 +17,76 @@ concurrency:
 
 name: rolling
 
+env:
+  UV_VERSION: "0.5.1"
+
 jobs:
   # https://twitter.com/mycoliza/status/1571295690063753218
   nightly:
     runs-on: ubuntu-latest
-    name: ubuntu / 3.13-dev
-    continue-on-error: true # allow failure until py3.8 is dropped
+    name: ubuntu / 3.14-dev
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
-      - name: Install pdm
-        uses: pdm-project/setup-pdm@v4
+
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v3
         with:
-          python-version: "3.11"
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       - name: Install python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.13-dev"
+          python-version: "3.14-dev"
+
       - run: python --version
-      - name: pdm lock
-        if: hashFiles('pdm.lock') == ''
-        run: pdm lock
-      - name: pdm sync --dev
-        run: pdm sync --dev
+
+      - name: uv lock
+        if: hashFiles('uv.lock') == ''
+        run: uv lock
+
+      - name: uv sync --dev
+        run: uv sync --dev
+
       - name: make test
         run: make test
+
   # https://twitter.com/alcuadrado/status/1571291687837732873
   update:
     # This action checks that updating the dependencies of this crate to the latest available that
-    # satisfy the versions in Cargo.toml does not break this crate. This is important as consumers
+    # satisfy the versions in pyproject.toml does not break this crate. This is important as consumers
     # of this crate will generally use the latest available crates. This is subject to the standard
     # Cargo semver rules (i.e cargo does not update to a new major version unless explicitly told
     # to).
     runs-on: ubuntu-latest
     name: ubuntu / 3.12 / updates work
-    # There's no point running this if no Cargo.lock was checked in in the first place, since we'd
+    # There's no point running this if no uv.lock was checked in in the first place, since we'd
     # just redo what happened in the regular test job. Unfortunately, hashFiles only works in if on
     # steps, so we repeat it.
-    continue-on-error: true # allow failure until py3.8 is dropped
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
+
+      - name: Set up uv
+        if: hashFiles('uv.lock') != ''
+        uses: astral-sh/setup-uv@v3
+        with:
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       - name: Install 3.12
-        if: hashFiles('pdm.lock') != ''
-        uses: pdm-project/setup-pdm@v4
+        if: hashFiles('uv.lock') != ''
+        uses: actions/setup-python@v5
         with:
           python-version: "3.12"
-      - name: pdm update
-        if: hashFiles('pdm.lock') != ''
-        run: pdm update
-      - name: pdm sync --dev
-        if: hashFiles('pdm.lock') != ''
-        run: pdm sync --dev
+
+      - name: uv sync --dev --upgrade
+        if: hashFiles('uv.lock') != ''
+        run: uv sync --dev --upgrade
+
       - name: make test
-        if: hashFiles('pdm.lock') != ''
+        if: hashFiles('uv.lock') != ''
         run: make test
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 6f47355..a748cb3 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -15,13 +15,14 @@ permissions:
   contents: read
 
 env:
-  MINIMUM_PYTHON_VERSION: "3.8"
+  MINIMUM_PYTHON_VERSION: "3.9"
+  UV_VERSION: "0.5.1"
+  UV_CACHE_DIR: /tmp/.uv-cache
 
 jobs:
-
   coverage:
     # This action runs tests for coverage collection and uploads them to codecov.io.
-    # This requires the secret `CODECOV_TOKEN` be set as secret on GitHub, both for 
+    # This requires the secret `CODECOV_TOKEN` be set as secret on GitHub, both for
     # Actions and Dependabot
 
     name: "${{ matrix.os }} / ${{ matrix.python-version }} / coverage"
@@ -29,14 +30,14 @@ jobs:
       max-parallel: 4
       fail-fast: false
       matrix:
-        os: [ubuntu] 
+        os: [ubuntu]
         python-version:
           # remove the unused versions
-          - "3.8"
           - "3.9"
           - "3.10"
           - "3.11"
-          # - "3.12" 
+          - "3.12"
+          # - "3.13"  TODO tokenizers need to be at version >=0.20.2 to support python 3.13
 
     runs-on: ${{ matrix.os }}-latest
     env:
@@ -47,28 +48,35 @@ jobs:
         with:
           submodules: true
 
-      - name: Set up the environment
-        uses: pdm-project/setup-pdm@v4
+      - name: Set up Python ${{ matrix.python-version }}
         id: setup-python
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
-      
-      - name: Load cached venv
-        id: cached-venv
+
+      - name: Set up uv
+        run: curl -LsSf https://astral.sh/uv/${{ env.UV_VERSION }}/install.sh | sh
+
+      - name: Restore uv cache
         uses: actions/cache@v4
         with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('.github/workflows/test.yml') }}
-  
+          path: ${{ env.UV_CACHE_DIR }}
+          key: uv-${{ runner.os }}-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            uv-${{ runner.os }}-${{ hashFiles('uv.lock') }}
+            uv-${{ runner.os }}
+
       - name: Install dependencies
-        if: steps.cached-venv.outputs.cache-hit != 'true'
-        run: make install-dev
-     
+        run: uv sync --all-extras --all-packages --dev
+
       - name: Run tests for coverage
         run: make test-w-coverage cov_report=xml
 
+      - name: Minimize uv cache
+        run: uv cache prune --ci
+
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v4
+        uses: codecov/codecov-action@v5
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           # directory: ./coverage
@@ -86,74 +94,35 @@ jobs:
     # later than the actual version specified (e.g., when we choose just a major version, but a
     # method was added after this version).
     #
-    
+
     runs-on: ubuntu-latest
-    name: ubuntu / 3.8 / minimal-versions
+    name: ubuntu / 3.9 / minimal-versions
     steps:
       - uses: actions/checkout@v4
         with:
           submodules: true
-      - name: Set up the environment
-        uses: pdm-project/setup-pdm@v4
+
+      - name: Set up uv
+        run: curl -LsSf https://astral.sh/uv/${{ env.UV_VERSION }}/install.sh | sh
+
+      - name: Set up Python ${{ env.MINIMUM_PYTHON_VERSION }}
         id: setup-python
+        uses: actions/setup-python@v5
         with:
           python-version: ${{ env.MINIMUM_PYTHON_VERSION }}
-      
-      - name: pdm lock --strategy direct_minimal_versions
-        run: pdm lock --strategy direct_minimal_versions
-      - name: pdm sync --dev
-        run: pdm sync --dev
+
+      - name: install lowest direct dependencies
+        run: uv sync --resolution lowest-direct --all-extras --all-packages --dev
+
       - name: make test
         run: make test
 
-  run-example:
-    name: ubuntu / 3.8 / run-example / ${{ matrix.example-name }}
-    strategy:
-      max-parallel: 4
-      fail-fast: false
-      matrix:
-        example-name:
-          - ocr-correction-viklofg-sweocr
-          - christoph-borg
-    runs-on: ubuntu-latest
-    steps:
-      - name: Check out repository
-        uses: actions/checkout@v4
-      #----------------------------------------------
-      #  -----  setup python   -----
-      #----------------------------------------------
-      - name: Set up the environment
-        uses: pdm-project/setup-pdm@v4
-        id: setup-python
-        with:
-          python-version: ${{ env.MINIMUM_PYTHON_VERSION }}
-      
-      
-      - name: Load cached venv
-        id: cached-venv
-        uses: actions/cache@v4
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('.github/workflows/ci.yml') }}
-  
-      - name: Install dependencies
-        if: steps.cached-venv.outputs.cache-hit != 'true'
-        run: make install-dev
-      
-      - name: Run example
-        run: |
-          source .venv/bin/activate
-          cd examples/${{ matrix.example-name }}
-          echo "" | sparv setup
-          sparv run
-          ls -R
   # https://github.com/marketplace/actions/alls-green#why used for branch protection checks
   test-check:
     if: always()
-    needs: 
+    needs:
       - coverage
       - minimal
-      - run-example
     runs-on: ubuntu-latest
     permissions: {}
     steps:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 23fc147..a84b1f6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,34 +1,27 @@
 # See https://pre-commit.com for more information
 # See https://pre-commit.com/hooks.html for more hooks
 repos:
-  - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
-    hooks:
-      - id: check-yaml
-        stages: [commit]
-      - id: check-json
-        stages: [commit]
-      - id: check-toml
-        stages: [commit]
-      - id: check-merge-conflict
-        stages: [commit]
-      - id: check-case-conflict
-        stages: [commit]
-      - id: detect-private-key
-        stages: [commit]
-      # - id: end-of-file-fixer
-      - id: check-added-large-files
-        stages: [commit]
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    # Ruff version.
-    rev: v0.3.2
-    hooks:
-      # Run the linter.
-      - id: ruff
-      # Run the formatter.
-      - id: ruff-format
-  - repo: https://github.com/crate-ci/committed
-    rev: v1.0.20
-    hooks:
-      - id: committed
-        stages: [commit-msg]
+    - repo: https://github.com/pre-commit/pre-commit-hooks
+      rev: v5.0.0
+      hooks:
+          - id: check-yaml
+          - id: check-json
+          - id: check-toml
+          - id: check-merge-conflict
+          - id: check-case-conflict
+          - id: detect-private-key
+          # - id: end-of-file-fixer
+          - id: check-added-large-files
+    - repo: https://github.com/astral-sh/ruff-pre-commit
+      # Ruff version.
+      rev: v0.7.4
+      hooks:
+          # Run the linter.
+          - id: ruff
+          # Run the formatter.
+          - id: ruff-format
+    - repo: https://github.com/crate-ci/committed
+      rev: v1.0.20
+      hooks:
+          - id: committed
+            stages: [commit-msg]
diff --git a/Makefile b/Makefile
index bf99b85..a569233 100644
--- a/Makefile
+++ b/Makefile
@@ -1,6 +1,7 @@
 
+
 # use this Makefile as base in your project by running
-# git remote add make https://github.com/spraakbanken/python-pdm-make-conf
+# git remote add make https://github.com/spraakbanken/python-uv-make-conf
 # git fetch make
 # git merge --allow-unrelated-histories make/main
 #
@@ -57,12 +58,12 @@ help:
 	@echo ""
 
 PLATFORM := `uname -o`
-REPO := "sparv-sbx-ocr-correction"
-PROJECT_SRC := "ocr-correction-viklofg-sweocr/src"
+REPO := sparv-sbx-ocr-correction
+PROJECT_SRC := ocr-correction-viklofg-sweocr/src
 
 ifeq (${VIRTUAL_ENV},)
   VENV_NAME = .venv
-  INVENV = pdm run
+  INVENV = uv run
 else
   VENV_NAME = ${VIRTUAL_ENV}
   INVENV =
@@ -83,16 +84,16 @@ dev: install-dev
 
 # setup development environment
 install-dev:
-	pdm install --dev
+	uv sync --all-packages --group dev --verbose
 
 # setup production environment
 install:
-	pdm sync --prod
+	uv sync --no-dev
 
-lock: pdm.lock
+lock: uv.lock
 
-pdm.lock: pyproject.toml
-	pdm lock
+uv.lock: pyproject.toml
+	uv lock
 
 .PHONY: test
 test:
@@ -139,7 +140,7 @@ check-fmt:
 	${INVENV} ruff format --check ${PROJECT_SRC} ${tests}
 
 build:
-	pdm build
+	uvx --from build pyproject-build --installer uv
 
 branch := "main"
 publish:
@@ -150,12 +151,13 @@ publish:
 prepare-release: update-changelog tests/requirements-testing.lock
 
 # we use lock extension so that dependabot doesn't pick up changes in this file
-tests/requirements-testing.lock: pyproject.toml pdm.lock
-	pdm export --dev --format requirements --output $@
+tests/requirements-testing.lock: pyproject.toml
+	uv export --dev --format requirements-txt --no-hashes --output-file $@
 
 .PHONY: update-changelog
 update-changelog: CHANGELOG.md
 
+.PHONY: CHANGELOG.md
 CHANGELOG.md:
 	git cliff --unreleased --prepend $@
 
@@ -164,7 +166,8 @@ CHANGELOG.md:
 snapshot-update:
 	${INVENV} pytest --snapshot-update
 
-.PHONY: kb-bert-prepare-release
+### === project targets below this line ===
+.PHONY: viklofg-sweocr-prepare-release
 viklofg-sweocr-prepare-release: ocr-correction-viklofg-sweocr/CHANGELOG.md
 
 .PHONY: ocr-correction-viklofg-sweocr/CHANGELOG.md
diff --git a/README.md b/README.md
index 7220e56..8b6b1ab 100644
--- a/README.md
+++ b/README.md
@@ -8,3 +8,8 @@
 This repo contains the following projects:
 
 - [sparv-sbx-ocr-correction-viklofg-sweocr](./ocr-correction-viklofg-sweocr/) [![PyPI version](https://badge.fury.io/py/sparv-sbx-ocr-correction-viklofg-sweocr.svg)](https://pypi.org/project/sparv-sbx-ocr-correction-viklofg-sweocr)
+
+
+## Develop
+
+> [!NOTE] You might need to prepend `export CFLAGS="-Wno-error=incompatible-pointer-types" ; export CXXFLAGS="-Wno-error=incompatible-pointer-types" ;` to the `make dev` or `make install` calls.
diff --git a/mypy.ini b/mypy.ini
index f8584b4..6fcaf90 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,2 +1,2 @@
 [mypy]
-python_version = 3.8
+python_version = 3.9
diff --git a/ocr-correction-viklofg-sweocr/Makefile b/ocr-correction-viklofg-sweocr/Makefile
index 88603cc..d69c38b 100644
--- a/ocr-correction-viklofg-sweocr/Makefile
+++ b/ocr-correction-viklofg-sweocr/Makefile
@@ -1,6 +1,6 @@
 
 # use this Makefile as base in your project by running
-# git remote add make https://github.com/spraakbanken/python-pdm-make-conf
+# git remote add make https://github.com/spraakbanken/python-uv-make-conf
 # git fetch make
 # git merge --allow-unrelated-histories make/main
 #
@@ -50,19 +50,19 @@ help:
 	@echo ""
 	@echo "publish [branch=]"
 	@echo "   pushes the given branch including tags to origin, for CI to publish based on tags. (Default: branch='main')"
-	@echo "   Typically used after `make bumpversion`"
+	@echo "   Typically used after 'make bumpversion'"
 	@echo ""
 	@echo "prepare-release"
 	@echo "   run tasks to prepare a release"
 	@echo ""
 
 PLATFORM := `uname -o`
-REPO := "sparv-sbx-ocr-correction"
-PROJECT_SRC := "src/ocr_correction_viklofg_sweocr"
+REPO := sparv-sbx-ocr-correction
+PROJECT_SRC := src/ocr_correction_viklofg_sweocr
 
 ifeq (${VIRTUAL_ENV},)
   VENV_NAME = .venv
-  INVENV = pdm run
+  INVENV = uv run
 else
   VENV_NAME = ${VIRTUAL_ENV}
   INVENV =
@@ -83,11 +83,16 @@ dev: install-dev
 
 # setup development environment
 install-dev:
-	pdm install --dev
+	uv sync --dev
 
 # setup production environment
 install:
-	pdm sync --prod
+	uv sync --no-dev
+
+lock: uv.lock
+
+uv.lock: pyproject.toml
+	uv lock
 
 .PHONY: test
 test:
@@ -134,7 +139,7 @@ check-fmt:
 	${INVENV} ruff format --check ${PROJECT_SRC} ${tests}
 
 build:
-	pdm build
+	uvx --from build pyproject-build --installer uv
 
 branch := "main"
 publish:
@@ -142,20 +147,28 @@ publish:
 
 
 .PHONY: prepare-release
-prepare-release: tests/requirements-testing.lock
+prepare-release: update-changelog tests/requirements-testing.lock
 
 # we use lock extension so that dependabot doesn't pick up changes in this file
 tests/requirements-testing.lock: pyproject.toml
-	pdm export --dev --format requirements --no-hashes --output $@
-
-.PHONY: kb-bert-prepare-release
-kb-bert-prepare-release: ocr-correction-viklofg-sweocr/CHANGELOG.md
+	uv export --dev --format requirements-txt --no-hashes --output-file $@
 
-update-changelog: CHANGELOG.md ocr-correction-viklofg-sweocr/CHANGELOG.md
+.PHONY: update-changelog
+update-changelog: CHANGELOG.md
 
+.PHONY: CHANGELOG.md
 CHANGELOG.md:
 	git cliff --unreleased --prepend $@
 
+# update snapshots for `syrupy`
+.PHONY: snapshot-update
+snapshot-update:
+	${INVENV} pytest --snapshot-update
+
+### === project targets below this line ===
+.PHONY: viklofg-sweocr-prepare-release
+viklofg-sweocr-prepare-release: ocr-correction-viklofg-sweocr/CHANGELOG.md
+
 .PHONY: ocr-correction-viklofg-sweocr/CHANGELOG.md
 ocr-correction-viklofg-sweocr/CHANGELOG.md:
 	git cliff --unreleased --include-path "ocr-correction-viklofg-sweocr/**/*" --include-path "examples/ocr-correction-viklofg-sweocr/**/*" --prepend $@
diff --git a/ocr-correction-viklofg-sweocr/README.md b/ocr-correction-viklofg-sweocr/README.md
index c54b137..74d8769 100644
--- a/ocr-correction-viklofg-sweocr/README.md
+++ b/ocr-correction-viklofg-sweocr/README.md
@@ -13,6 +13,9 @@ Sparv plugin to annotate corrections to OCR:ed documents.
 
 ## Install
 
+> [!NOTE] You might need to prepend `export CFLAGS="-Wno-error=incompatible-pointer-types" ; export CXXFLAGS="-Wno-error=incompatible-pointer-types" ;` to the `pip install` call.
+
+
 In a virtual environment:
 
 ```bash
diff --git a/ocr-correction-viklofg-sweocr/pdm.lock b/ocr-correction-viklofg-sweocr/pdm.lock
deleted file mode 100644
index 50b8d53..0000000
--- a/ocr-correction-viklofg-sweocr/pdm.lock
+++ /dev/null
@@ -1,2265 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
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-
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-
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diff --git a/ocr-correction-viklofg-sweocr/pyproject.toml b/ocr-correction-viklofg-sweocr/pyproject.toml
index 21a0c93..bd9d590 100644
--- a/ocr-correction-viklofg-sweocr/pyproject.toml
+++ b/ocr-correction-viklofg-sweocr/pyproject.toml
@@ -2,18 +2,18 @@
 name = "sparv-sbx-ocr-correction-viklofg-sweocr"
 version = "0.3.0"
 description = "A sparv plugin for computing suggested OCR improvements."
+readme = "README.md"
 authors = [
     { name = "Språkbanken Text", email = "sb-info@svenska.gu.se" },
     { name = "Kristoffer Andersson", email = "kristoffer.andersson@gu.se" },
 ]
+license = { text = "MIT" }
+requires-python = ">=3.9"
 dependencies = [
-    "sparv-pipeline >=5.2.0",
-    "transformers>=4.34.1",
-    "parallel-corpus>=0.1.2",
+    "parallel-corpus>=0.2.0",
+    "sparv-pipeline>=5.2.0",
+    "transformers>=4.40.0,<4.45.0", # Code behave strange with transformers==4.45, see https://github.com/spraakbanken/sparv-sbx-ocr-correction/issues/52
 ]
-license = { text = "MIT" }
-readme = "README.md"
-requires-python = ">=3.8.1,<3.12"
 classifiers = [
     "Development Status :: 3 - Alpha",
     # "Development Status :: 4 - Beta",
@@ -22,24 +22,33 @@ classifiers = [
     "License :: OSI Approved :: MIT License",
     "Operating System :: Unix",
     "Operating System :: POSIX",
-    # "Operating System :: Microsoft :: Windows",
-    "Programming Language :: Python :: 3.8",
+    "Operating System :: Microsoft :: Windows",
+    "Operating System :: MacOS",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
-    # "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
     "Programming Language :: Python :: Implementation :: CPython",
     # "uncomment if you test on these interpreters:",
     # "Programming Language :: Python :: Implementation :: IronPython",
     # "Programming Language :: Python :: Implementation :: Jython",
     # "Programming Language :: Python :: Implementation :: Stackless",
     "Topic :: Utilities",
+    "Typing :: Typed",
 ]
 
 [build-system]
 requires = ["hatchling"]
 build-backend = "hatchling.build"
 
+[dependency-groups]
+dev = [
+    "pytest>=8.3.3",
+    "syrupy>=4.7.2",
+    "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.7",
+]
+
 [project.entry-points."sparv.plugin"]
 sbx_ocr_correction_viklofg_sweocr = "sbx_ocr_correction_viklofg_sweocr"
 
@@ -57,13 +66,5 @@ packages = ["src/sbx_ocr_correction_viklofg_sweocr"]
 [tool.hatch.metadata]
 allow-direct-references = true
 
-[tool.pdm]
-distribution = true
-
-
-[dependency-groups]
-dev = [
-    "pytest>=7.4.4",
-    "syrupy>=4.0.0",
-    "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.7",
-]
+[tool.uv]
+package = true
diff --git a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/__init__.py b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/__init__.py
index 4e7b87c..e63b139 100644
--- a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/__init__.py
+++ b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/__init__.py
@@ -1,7 +1,9 @@
+"""Sparv plugin to annotate tokens with correction of OCR errors."""
+
 from sbx_ocr_correction_viklofg_sweocr.annotations import annotate_ocr_correction
 
 __all__ = ["annotate_ocr_correction"]
 
-__description__ = "Annotate words with corrections of OCR-errors."
+__description__ = "Annotate tokens with corrections of OCR-errors."
 
 __version__ = "0.3.0"
diff --git a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py
index 304a13b..4b016eb 100644
--- a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py
+++ b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/annotations.py
@@ -1,4 +1,6 @@
-from typing import List, Optional, Tuple
+"""Annotatinos for Sparv."""
+
+from typing import Optional
 
 from sparv import api as sparv_api  # type: ignore [import-untyped]
 from sparv.api import Annotation, Output, annotator  # type: ignore [import-untyped]
@@ -10,27 +12,20 @@
 
 @annotator("OCR corrections as annotations", language=["swe"])
 def annotate_ocr_correction(
-    out_ocr: Output = Output(
-        "sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction", cls="ocr_correction"
-    ),
+    out_ocr: Output = Output("sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction", cls="ocr_correction"),
     out_ocr_corr: Output = Output(
         "sbx_ocr_correction_viklofg_sweocr.sbx-ocr-correction:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr",
         cls="ocr_correction:correction",
     ),
-    # out_ocr_correction: Output = Output(
-    #     "<token>:sbx_ocr_correction_viklofg_sweocr.ocr-correction--viklofg-sweocr",
-    #     cls="sbx_ocr_correction_viklofg_sweocr",
-    #     description="OCR Corrections from viklfog/swedish-ocr (format: '|<word>:<score>|...|)",  # noqa: E501
-    # ),
     word: Annotation = Annotation("<token:word>"),
     sentence: Annotation = Annotation("<sentence>"),
     token: Annotation = Annotation("<token>"),
 ) -> None:
+    """Sparv annotator to compute OCR corrections as annotations."""
     ocr_corrector = OcrCorrector.default()
 
     sentences, _orphans = sentence.get_children(word)
     token_word = list(word.read())
-    # out_ocr_correction_annotation = word.create_empty_attribute()
 
     ocr_corrections = []
 
@@ -40,22 +35,18 @@ def annotate_ocr_correction(
         sent = [token_word[token_index] for token_index in sent_idx]
 
         ocr_corrections.append(ocr_corrector.calculate_corrections(sent))
-        # for i, ocr_correction in enumerate(ocr_corrections, start=sent[0]):
-        #     out_ocr_correction_annotation[i] = ocr_correction
 
-    # logger.info("writing annotations")
-    # out_ocr.write(ocr_spans)
-    # out_ocr_corr.write(ocr_corr_ann)
     parse_ocr_corrections(sentences, token, ocr_corrections, out_ocr, out_ocr_corr)
 
 
 def parse_ocr_corrections(
-    sentences: List,
+    sentences: list,
     token: Annotation,
-    ocr_corrections: List[List[Tuple[Tuple[int, int], Optional[str]]]],
+    ocr_corrections: list[list[tuple[tuple[int, int], Optional[str]]]],
     out_ocr: Output,
     out_ocr_corr: Output,
 ) -> None:
+    """Parse OCR corrections and write output."""
     ocr_spans = []
     ocr_corr_ann = []
 
diff --git a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
index acf753b..f0957ab 100644
--- a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
+++ b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
@@ -1,8 +1,10 @@
+"""OCR corrector."""
+
 import re
-from typing import List, Optional, Tuple
+from typing import Any, Optional
 
 from parallel_corpus import graph
-from parallel_corpus.token import Token
+from parallel_corpus.text_token import Token
 from sparv import api as sparv_api  # type: ignore [import-untyped]
 from transformers import (  # type: ignore [import-untyped]
     AutoTokenizer,
@@ -12,6 +14,7 @@
 
 
 def bytes_length(s: str) -> int:
+    """Compute the length in bytes of a str."""
     return len(s.encode("utf-8"))
 
 
@@ -26,34 +29,31 @@ def bytes_length(s: str) -> int:
 
 
 class OcrCorrector:
+    """OCR Corrector."""
+
     TEXT_LIMIT: int = 127
 
-    def __init__(self, *, tokenizer, model) -> None:
+    def __init__(self, *, tokenizer: Any, model: Any) -> None:
+        """Construct an OcrCorrector."""
         self.tokenizer = tokenizer
         self.model = model
-        self.pipeline = pipeline(
-            "text2text-generation", model=model, tokenizer=tokenizer
-        )
+        self.pipeline = pipeline("text2text-generation", model=model, tokenizer=tokenizer)
 
     @classmethod
     def default(cls) -> "OcrCorrector":
-        tokenizer = AutoTokenizer.from_pretrained(
-            TOKENIZER_NAME, revision=TOKENIZER_REVISION
-        )
-        model = T5ForConditionalGeneration.from_pretrained(
-            MODEL_NAME, revision=MODEL_REVISION
-        )
+        """Create a default OcrCorrector."""
+        tokenizer = AutoTokenizer.from_pretrained(TOKENIZER_NAME, revision=TOKENIZER_REVISION)
+        model = T5ForConditionalGeneration.from_pretrained(MODEL_NAME, revision=MODEL_REVISION)
         return cls(model=model, tokenizer=tokenizer)
 
-    def calculate_corrections(
-        self, text: List[str]
-    ) -> List[Tuple[Tuple[int, int], Optional[str]]]:
+    def calculate_corrections(self, text: list[str]) -> list[tuple[tuple[int, int], Optional[str]]]:
+        """Calculate OCR corrections for a given text."""
         logger.debug("Analyzing '%s'", text)
 
-        parts: List[str] = []
-        curr_part: List[str] = []
+        parts: list[str] = []
+        curr_part: list[str] = []
         curr_len = 0
-        ocr_corrections: List[Tuple[Tuple[int, int], Optional[str]]] = []
+        ocr_corrections: list[tuple[tuple[int, int], Optional[str]]] = []
         for word in text:
             len_word = bytes_length(word)
             if (curr_len + len_word + 1) > self.TEXT_LIMIT:
@@ -66,20 +66,24 @@ def calculate_corrections(
             parts.append(TOK_SEP.join(curr_part))
         curr_start = 0
         for part in parts:
-            suggested_text = self.pipeline(part)[0]["generated_text"]
+            pipeline_result = self.pipeline(part)
+            logger.debug("type(pipeline_result)=%s", type(pipeline_result))
+            if len(pipeline_result) != 1:
+                raise NotImplementedError(f"Unexpected length of result = {len(pipeline_result)}")
+            logger.debug("part=%s pipeline_result[0]=%s", part, pipeline_result[0])
+            suggested_text = pipeline_result[0]["generated_text"]
             suggested_text = PUNCTUATION.sub(r" \g<0>", suggested_text)
             graph_aligned = graph.init_with_source_and_target(part, suggested_text)
-            span_ann, curr_start = align_and_diff(graph_aligned, curr_start=curr_start)
+            span_ann, curr_start = _align_and_diff(graph_aligned, curr_start=curr_start)
             ocr_corrections.extend(span_ann)
 
         logger.debug("Finished analyzing. ocr_corrections=%s", ocr_corrections)
         return ocr_corrections
 
 
-def align_and_diff(
-    g: graph.Graph, *, curr_start: int
-) -> Tuple[List[Tuple[Tuple[int, int], Optional[str]]], int]:
+def _align_and_diff(g: graph.Graph, *, curr_start: int) -> tuple[list[tuple[tuple[int, int], Optional[str]]], int]:
     corrections = []
+
     edge_map = graph.edge_map(g)
     visited_tokens = set()
     for s_token in g.source:
@@ -95,12 +99,8 @@ def align_and_diff(
         logger.debug("processing s_token=%s", s_token)
 
         if len(source_ids) == len(target_ids):
-            source_text = "".join(
-                lookup_text(g.source, s_id) for s_id in source_ids
-            ).strip()
-            target_text = "".join(
-                lookup_text(g.target, s_id) for s_id in target_ids
-            ).strip()
+            source_text = "".join(lookup_text(g.source, s_id) for s_id in source_ids).strip()
+            target_text = "".join(lookup_text(g.target, s_id) for s_id in target_ids).strip()
             start = curr_start
             curr_start += 1
             corrections.append(
@@ -111,9 +111,7 @@ def align_and_diff(
             )
 
         elif len(source_ids) == 1:
-            target_texts = " ".join(
-                lookup_text(g.target, id_).strip() for id_ in target_ids
-            )
+            target_texts = " ".join(lookup_text(g.target, id_).strip() for id_ in target_ids)
             source_text = s_token.text.strip()
             start = curr_start
             curr_start += 1
@@ -131,14 +129,13 @@ def align_and_diff(
             corrections.append(((start, curr_start), target_text))
         else:
             # TODO Handle this correct (https://github.com/spraakbanken/sparv-sbx-ocr-correction/issues/50)
-            raise NotImplementedError(
-                f"Handle several sources, {source_ids=} {target_ids=} {g.source=} {g.target=}"  # noqa: E501
-            )
+            raise NotImplementedError(f"Handle several sources, {source_ids=} {target_ids=} {g.source=} {g.target=}")
 
     return corrections, curr_start
 
 
-def lookup_text(tokens: List[Token], id_: str) -> str:
+def lookup_text(tokens: list[Token], id_: str) -> str:
+    """Lookup text from a token with id `id_`."""
     for token in tokens:
         if token.id == id_:
             return token.text
diff --git a/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock b/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
index a65bd38..4fbe848 100644
--- a/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
+++ b/ocr-correction-viklofg-sweocr/tests/requirements-testing.lock
@@ -1,98 +1,94 @@
-# This file is @generated by PDM.
-# Please do not edit it manually.
-
+# This file was autogenerated by uv via the following command:
+#    uv export --dev --format requirements-txt --no-hashes --output-file tests/requirements-testing.lock
+-e ./ocr-correction-viklofg-sweocr
 appdirs==1.4.4
 argcomplete==3.1.6
-attrs==23.2.0
-certifi==2024.2.2
-cffi==1.16.0; platform_python_implementation != "PyPy"
-charset-normalizer==3.3.2
+attrs==24.2.0
+certifi==2024.8.30
+cffi==1.17.1 ; platform_python_implementation != 'PyPy'
+charset-normalizer==3.4.0
 click==8.1.7
-colorama==0.4.6; sys_platform == "win32" or platform_system == "Windows"
+colorama==0.4.6 ; sys_platform == 'win32' or platform_system == 'Windows'
 configargparse==1.7
 connection-pool==0.0.3
-cryptography==42.0.7
+cryptography==43.0.3
 datrie==0.8.2
-diff-match-patch==20230430
-docutils==0.20.1
+diff-match-patch==20241021
+docutils==0.21.2
 docx2python==1.27.1
-dpath==2.1.6
-emoji==2.11.1
-exceptiongroup==1.2.1; python_version < "3.11"
-fastjsonschema==2.19.1
-filelock==3.14.0
-fsspec==2024.3.1
+dpath==2.2.0
+emoji==2.14.0
+exceptiongroup==1.2.2 ; python_full_version < '3.11'
+fastjsonschema==2.20.0
+filelock==3.16.1
+fsspec==2024.10.0
 gitdb==4.0.11
 gitpython==3.1.43
-huggingface-hub==0.23.0
+huggingface-hub==0.26.1
 humanfriendly==10.0
-idna==3.7
+idna==3.10
 importlib-metadata==6.8.0
-importlib-resources==6.4.0; python_version < "3.9"
 iniconfig==2.0.0
-intel-openmp==2021.4.0; platform_system == "Windows"
 jinja2==3.1.4
 joblib==1.4.2
 jsonschema==4.20.0
-jsonschema-specifications==2023.12.1
+jsonschema-specifications==2024.10.1
 jupyter-core==5.7.2
 markdown-it-py==3.0.0
-markupsafe==2.1.5
+markupsafe==3.0.2
 mdurl==0.1.2
-mkl==2021.4.0; platform_system == "Windows"
-more-itertools==10.2.0
+more-itertools==10.5.0
 mpmath==1.3.0
 mypy-extensions==1.0.0
 nbformat==5.10.4
-networkx==3.1
+networkx==3.2.1
 nltk==3.8.1
-numpy==1.24.4
-nvidia-cublas-cu12==12.1.3.1; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cuda-cupti-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cuda-nvrtc-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cuda-runtime-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cudnn-cu12==8.9.2.26; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cufft-cu12==11.0.2.54; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-curand-cu12==10.3.2.106; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cusolver-cu12==11.4.5.107; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-cusparse-cu12==12.1.0.106; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-nccl-cu12==2.20.5; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-nvjitlink-cu12==12.4.127; platform_system == "Linux" and platform_machine == "x86_64"
-nvidia-nvtx-cu12==12.1.105; platform_system == "Linux" and platform_machine == "x86_64"
-packaging==24.0
-parallel-corpus==0.1.2
+numpy==1.26.4
+nvidia-cublas-cu12==12.4.5.8 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cuda-cupti-cu12==12.4.127 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cuda-nvrtc-cu12==12.4.127 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cuda-runtime-cu12==12.4.127 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cudnn-cu12==9.1.0.70 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cufft-cu12==11.2.1.3 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-curand-cu12==10.3.5.147 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cusolver-cu12==11.6.1.9 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-cusparse-cu12==12.3.1.170 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-nccl-cu12==2.21.5 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-nvjitlink-cu12==12.4.127 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+nvidia-nvtx-cu12==12.4.127 ; platform_machine == 'x86_64' and platform_system == 'Linux'
+packaging==24.1
+parallel-corpus==0.2.0
 pdfminer-six==20221105
 pdfplumber==0.10.3
-pillow==10.3.0
-pkgutil-resolve-name==1.3.10; python_version < "3.9"
+pillow==11.0.0
 plac==1.4.3
-platformdirs==4.2.1
+platformdirs==4.3.6
 pluggy==1.5.0
-prompt-toolkit==3.0.43
+prompt-toolkit==3.0.36
 protobuf==3.20.3
-psutil==5.9.8
-pulp==2.8.0
+psutil==6.1.0
+pulp==2.9.0
 pycountry==22.3.5
-pycparser==2.22; platform_python_implementation != "PyPy"
+pycparser==2.22 ; platform_python_implementation != 'PyPy'
 pygments==2.18.0
-pypdfium2==4.29.0
-pyreadline3==3.4.1; sys_platform == "win32" and python_version >= "3.8"
-pytest==8.2.0
+pypdfium2==4.30.0
+pyreadline3==3.5.4 ; sys_platform == 'win32'
+pytest==8.3.3
 python-dateutil==2.8.2
 python-json-logger==2.0.7
-pywin32==306; sys_platform == "win32" and platform_python_implementation != "PyPy"
+pywin32==308 ; platform_python_implementation != 'PyPy' and sys_platform == 'win32'
 pyyaml==6.0.1
 questionary==1.10.0
 referencing==0.35.1
-regex==2024.4.28
-requests==2.31.0
+regex==2024.9.11
+requests==2.32.3
 reretry==0.11.8
 rich==13.7.0
-rpds-py==0.18.1
-safetensors==0.4.3
-setuptools==69.5.1
+rpds-py==0.20.0
+safetensors==0.4.5
+setuptools==75.2.0
 six==1.16.0
-smart-open==7.0.4
+smart-open==7.0.5
 smmap==5.0.1
 snakemake==7.32.3
 sparv-pipeline==5.2.0
@@ -100,23 +96,22 @@ sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-test
 stanza==1.5.1
 stopit==1.1.2
 strenum==0.4.15
-sympy==1.12
-syrupy==4.6.1
+sympy==1.13.1
+syrupy==4.7.2
 tabulate==0.9.0
-tbb==2021.12.0; platform_system == "Windows"
 throttler==1.2.2
 tokenizers==0.19.1
-tomli==2.0.1; python_version < "3.11"
+tomli==2.0.2 ; python_full_version < '3.11'
 toposort==1.10
-torch==2.3.0
-tqdm==4.66.4
+torch==2.5.0
+tqdm==4.66.5
 traitlets==5.14.3
-transformers==4.40.2
-triton==2.3.0; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.12"
-typing-extensions==4.11.0
+transformers==4.44.2
+triton==3.1.0 ; python_full_version < '3.13' and platform_machine == 'x86_64' and platform_system == 'Linux'
+typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.3
 wcwidth==0.2.13
 wrapt==1.16.0
 yte==1.5.4
-zipp==3.18.1
+zipp==3.20.2
diff --git a/ocr-correction-viklofg-sweocr/tests/test_annotations.py b/ocr-correction-viklofg-sweocr/tests/test_annotations.py
index 50ca4ea..b498252 100644
--- a/ocr-correction-viklofg-sweocr/tests/test_annotations.py
+++ b/ocr-correction-viklofg-sweocr/tests/test_annotations.py
@@ -2,16 +2,14 @@
 from sparv_pipeline_testing import MemoryOutput, MockAnnotation
 
 
-def test_annotate_ocr_correction(snapshot) -> None:
+def test_annotate_ocr_correction(snapshot) -> None:  # noqa: ANN001
     output_ocr: MemoryOutput = MemoryOutput()
     output_ocr_corr: MemoryOutput = MemoryOutput()
     # "Jonath an saknades ."
     # "12345678901234567890"
     # "         1         2"
     word = MockAnnotation(name="<token:word>", values=["Jonath", "an", "saknades", "."])
-    sentence = MockAnnotation(
-        name="<sentence>", children={"<token:word>": [[0, 1, 2, 3]]}
-    )
+    sentence = MockAnnotation(name="<sentence>", children={"<token:word>": [[0, 1, 2, 3]]})
     token = MockAnnotation(name="<token>", spans=[(0, 6), (7, 9), (10, 18), (19, 20)])
 
     annotate_ocr_correction(output_ocr, output_ocr_corr, word, sentence, token)
diff --git a/ocr-correction-viklofg-sweocr/tests/test_ocr_suggestor.py b/ocr-correction-viklofg-sweocr/tests/test_ocr_suggestor.py
index fa90704..b660f07 100644
--- a/ocr-correction-viklofg-sweocr/tests/test_ocr_suggestor.py
+++ b/ocr-correction-viklofg-sweocr/tests/test_ocr_suggestor.py
@@ -1,7 +1,7 @@
 from sbx_ocr_correction_viklofg_sweocr.ocr_corrector import OcrCorrector
 
 
-def test_short_text(ocr_corrector: OcrCorrector, snapshot):
+def test_short_text(ocr_corrector: OcrCorrector, snapshot) -> None:  # noqa: ANN001
     text = [
         "Den",
         "i",
@@ -21,7 +21,7 @@ def test_short_text(ocr_corrector: OcrCorrector, snapshot):
     assert actual == snapshot
 
 
-def test_long_text(ocr_corrector: OcrCorrector, snapshot):
+def test_long_text(ocr_corrector: OcrCorrector, snapshot) -> None:  # noqa: ANN001
     text1 = [
         "Förvaltningen",
         "af",
@@ -62,7 +62,7 @@ def test_long_text(ocr_corrector: OcrCorrector, snapshot):
     assert actual == snapshot
 
 
-def test_issue_40(ocr_corrector: OcrCorrector, snapshot) -> None:
+def test_issue_40(ocr_corrector: OcrCorrector, snapshot) -> None:  # noqa: ANN001
     example = [
         "Jonathan",
         "saknades",
diff --git a/pdm.lock b/pdm.lock
deleted file mode 100644
index f55ba39..0000000
--- a/pdm.lock
+++ /dev/null
@@ -1,2609 +0,0 @@
-# This file is @generated by PDM.
-# It is not intended for manual editing.
-
-[metadata]
-groups = ["default", "dev"]
-strategy = ["inherit_metadata"]
-lock_version = "4.5.0"
-content_hash = "sha256:e402f3604a71fcf2e2fbec0fc4534703e51fdd7d599400893f8db559853a316c"
-
-[[metadata.targets]]
-requires_python = ">=3.8.1,<3.12"
-
-[[package]]
-name = "annotated-types"
-version = "0.7.0"
-requires_python = ">=3.8"
-summary = "Reusable constraint types to use with typing.Annotated"
-groups = ["dev"]
-dependencies = [
-    "typing-extensions>=4.0.0; python_version < \"3.9\"",
-]
-files = [
-    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
-    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
-]
-
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-summary = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-groups = ["dev"]
-files = [
-    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
-    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
-]
-
-[[package]]
-name = "argcomplete"
-version = "3.1.6"
-requires_python = ">=3.8"
-summary = "Bash tab completion for argparse"
-groups = ["dev"]
-files = [
-    {file = "argcomplete-3.1.6-py3-none-any.whl", hash = "sha256:71f4683bc9e6b0be85f2b2c1224c47680f210903e23512cfebfe5a41edfd883a"},
-    {file = "argcomplete-3.1.6.tar.gz", hash = "sha256:3b1f07d133332547a53c79437527c00be48cca3807b1d4ca5cab1b26313386a6"},
-]
-
-[[package]]
-name = "attrs"
-version = "24.2.0"
-requires_python = ">=3.7"
-summary = "Classes Without Boilerplate"
-groups = ["dev"]
-dependencies = [
-    "importlib-metadata; python_version < \"3.8\"",
-]
-files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
-]
-
-[[package]]
-name = "bracex"
-version = "2.5.post1"
-requires_python = ">=3.8"
-summary = "Bash style brace expander."
-groups = ["dev"]
-files = [
-    {file = "bracex-2.5.post1-py3-none-any.whl", hash = "sha256:13e5732fec27828d6af308628285ad358047cec36801598368cb28bc631dbaf6"},
-    {file = "bracex-2.5.post1.tar.gz", hash = "sha256:12c50952415bfa773d2d9ccb8e79651b8cdb1f31a42f6091b804f6ba2b4a66b6"},
-]
-
-[[package]]
-name = "bump-my-version"
-version = "0.28.1"
-requires_python = ">=3.8"
-summary = "Version bump your Python project"
-groups = ["dev"]
-dependencies = [
-    "click",
-    "pydantic-settings",
-    "pydantic>=2.0.0",
-    "questionary",
-    "rich",
-    "rich-click",
-    "tomlkit",
-    "wcmatch>=8.5.1",
-]
-files = [
-    {file = "bump_my_version-0.28.1-py3-none-any.whl", hash = "sha256:df7fdb02a1b43c122a6714df6d1fe4efc7a1220b5638ca5a0eb3018813c1b222"},
-    {file = "bump_my_version-0.28.1.tar.gz", hash = "sha256:e608def5191baf505b6cde88bd679a0a95fc4cfeace4247adb60ac0f8a7e57ee"},
-]
-
-[[package]]
-name = "certifi"
-version = "2024.8.30"
-requires_python = ">=3.6"
-summary = "Python package for providing Mozilla's CA Bundle."
-groups = ["dev"]
-files = [
-    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
-    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
-]
-
-[[package]]
-name = "cffi"
-version = "1.17.1"
-requires_python = ">=3.8"
-summary = "Foreign Function Interface for Python calling C code."
-groups = ["dev"]
-marker = "platform_python_implementation != \"PyPy\""
-dependencies = [
-    "pycparser",
-]
-files = [
-    {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
-    {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
-    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:edae79245293e15384b51f88b00613ba9f7198016a5948b5dddf4917d4d26382"},
-    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:45398b671ac6d70e67da8e4224a065cec6a93541bb7aebe1b198a61b58c7b702"},
-    {file = "cffi-1.17.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ad9413ccdeda48c5afdae7e4fa2192157e991ff761e7ab8fdd8926f40b160cc3"},
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diff --git a/pyproject.toml b/pyproject.toml
index 2e77e0e..8e7acf4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,17 +1,34 @@
 [project]
 name = "sparv-sbx-ocr-correction-workspace"
-dependencies = []
-requires-python = ">=3.8.1,<3.12"
 version = "0.0.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.9"
+dependencies = []
 
-[tool.pdm.dev-dependencies]
+[dependency-groups]
 dev = [
-    "-e ocr-correction-viklofg-sweocr @ file:///${PROJECT_ROOT}/ocr-correction-viklofg-sweocr",
-    "pytest>=8.1.1",
-    "pytest-cov>=4.1.0",
-    "mypy>=1.9.0",
-    "ruff>=0.3.2",
-    "bump-my-version>=0.19.0",
-    "syrupy>=4.0.0",
+    "bump-my-version>=0.28.0",
+    "mypy>=1.12.1",
+    "pytest>=8.3.3",
+    "pytest-cov>=5.0.0",
+    "ruff>=0.7.0",
+    "syrupy>=4.7.2",
     "sparv-pipeline-testing @ git+https://github.com/spraakbanken/sparv-pipeline-testing.git@v0.1.7",
 ]
+
+[tool.uv]
+
+[tool.uv.workspace]
+members = ["ocr-correction-viklofg-sweocr"]
+
+[tool.pytest.ini_options]
+# log_cli = true
+# log_cli_level = "WARNING"
+# log_cli_format = "%(asctime)s [%(levelname)8s] %(message)s (%(filename)s:%(lineno)s)"
+# log_cli_date_format = "%Y-%m-%d %H:%M:%S"
+
+log_file = "pytest.log"
+log_file_level = "DEBUG"
+log_file_format = "%(asctime)s [%(levelname)8s] %(message)s (%(filename)s:%(lineno)s)"
+log_file_date_format = "%Y-%m-%d %H:%M:%S"
diff --git a/ruff.toml b/ruff.toml
index 31a5169..7dd77f6 100644
--- a/ruff.toml
+++ b/ruff.toml
@@ -1,31 +1,61 @@
-target-version = "py38"
+line-length = 120
+
+target-version = "py39"
 
 [lint]
 select = [
-  "A",
-#   "ANN",
-  "B",
-  "BLE",
-  "C4",
-  "C90",
-#   "D",
-  "E",
-  "F",
-  "FBT",
-  "I",
-  "RUF",
-  "S",
-  "YTT",
+    "A",    # flake8-builtins
+    "ANN",  # flake8-annotations
+    "ARG",  # flake8-unused-arguments
+    "B",    # flake8-bugbear
+    "C4",   # flake8-comprehensions
+    "COM",  # flake8-commas
+    "D",    # pydocstyle
+    "D400", # pydocstyle: ends-in-period
+    "D401", # pydocstyle: non-imperative-mood
+    "E",    # pycodestyle: errors
+    "F",    # Pyflakes
+    "FLY",  # flynt
+    "FURB", # refurb
+    "G",    # flake8-logging-format
+    "I",    # isort
+    "ISC",  # flake8-implicit-str-concat
+    "N",    # pep8-naming
+    "PERF", # Perflint
+    "PIE",  # flake8-pie
+    "PL",   # Pylint
+    #   "PT",   # flake8-pytest-style
+    "PTH", # flake8-use-pathlib
+    "Q",   # flake8-quotes
+    "RET", # flake8-return
+    "RSE", # flake8-raise
+    "RUF", # Ruff-specific rules
+    "SIM", # flake8-simplify
+    "T20", # flake8-print
+    "TID", # flake8-tidy-imports
+    "UP",  # pyupgrade
+    "W",   # pycodestyle: warnings
 ]
-
-# Never enforce `E501` (line length violations).
-# ignore = ["E501"]
-ignore = ["ANN101", "ANN102","D203", "D213", "B008"]
+ignore = [
+    "ANN101", # flake8-annotations: missing-type-self (deprecated)
+    "ANN102", # flake8-annotations: missing-type-cls (deprecated)
+    "ANN401", # flake8-annotations: any-type
+    "B008",   # flake8-bugbear: function-call-in-default-argument
+    "ISC001",
+    "COM812", # flake8-commas: missing-trailing-comma
+    "PLR09",  # Pylint: too-many-*
+    "SIM105", # flake8-simplify: suppressible-exception
+]
+preview = true
 
 # Avoid trying to fix flake8-bugbear (`B`) violations.
 unfixable = ["B"]
 
+
+[lint.pydocstyle]
+convention = "google"
+
+
 # Ignore `E402` (import violations) in all `__init__.py` files, and in `path/to/file.py`.
 [lint.per-file-ignores]
-"**/tests/*" = ["D100","D101","D102","D103","D104","S101"]
-# "__init__.py" = ["E402"]
+"*/tests/*" = ["D", "ARG002", "E501"]
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..e96adbe
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2414 @@
+version = 1
+requires-python = ">=3.9"
+resolution-markers = [
+    "python_full_version < '3.12'",
+    "python_full_version == '3.12.*'",
+    "python_full_version >= '3.13'",
+]
+
+[manifest]
+members = [
+    "sparv-sbx-ocr-correction-viklofg-sweocr",
+    "sparv-sbx-ocr-correction-workspace",
+]
+
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+name = "annotated-types"
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