diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e8bda5708..9f51b6918 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,16 +1,18 @@
 fail_fast: true
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.5
+    rev: v0.15.17
     hooks:
+      - id: ruff-check
+        name: "Ruff linter"
+        args: [--exit-non-zero-on-fix, --fix, --config=pyproject.toml]
+        files: '^(docling_core|test|docs/examples|examples).*\.(py|ipynb)$'
+        pass_filenames: false
       - id: ruff-format
         name: "Ruff formatter"
         args: [--config=pyproject.toml]
-        files: '^(docling_core|tests|docs/examples).*\.(py|ipynb)$'
-      - id: ruff
-        name: "Ruff linter"
-        args: [--exit-non-zero-on-fix, --fix, --config=pyproject.toml]
-        files: '^(docling_core|tests|docs/examples).*\.(py|ipynb)$'
+        files: '^(docling_core|test|docs/examples|examples).*\.(py|ipynb)$'
+        pass_filenames: false
   - repo: local
     hooks:
       - id: mypy
@@ -36,6 +38,10 @@ repos:
         language: system
         files: '\.py$'
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.7.8
+    rev: 0.11.21
     hooks:
       - id: uv-lock
+        name: "uv lockfile"
+        entry: uv lock
+        pass_filenames: false
+        language: system
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 601510df8..ba8f077b9 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -47,9 +47,7 @@ uv add [OPTIONS] <PACKAGES|--requirements <REQUIREMENTS>>
 
 We use the following tools to enforce code style:
 
-- Ruff, to format and lint code
-- Flake8, to lint code
-- autoflake, to remove unused variables and imports
+- [Ruff](https://docs.astral.sh/ruff/), to format and lint code
 - [MyPy](https://mypy.readthedocs.io), as static type checker
 
 A set of styling checks, as well as regression tests, are defined and managed through the [pre-commit](https://pre-commit.com/) framework. To ensure that those scripts run automatically before a commit is finalized, install `pre-commit` on your local repository:
diff --git a/docling_core/experimental/serializer/outline.py b/docling_core/experimental/serializer/outline.py
index b6124db00..9376ef8d7 100644
--- a/docling_core/experimental/serializer/outline.py
+++ b/docling_core/experimental/serializer/outline.py
@@ -136,7 +136,7 @@ def _format_indented_text_line(item: OutlineItemData, indent_size: int = 2, max_
 
 
 def _extract_ref_from_markdown(text: str) -> tuple[str | None, int | None]:
-    """Extract reference and level from Markdown outline text.
+    r"""Extract reference and level from Markdown outline text.
 
     Args:
         text: Markdown text containing a reference like \\[ref=#/texts/1\\]
diff --git a/docling_core/transforms/chunker/chunk_expander.py b/docling_core/transforms/chunker/chunk_expander.py
index 0fe017bec..8e3cf1319 100644
--- a/docling_core/transforms/chunker/chunk_expander.py
+++ b/docling_core/transforms/chunker/chunk_expander.py
@@ -35,7 +35,6 @@ def _get_top_containing_items(meta: DocMeta, doc: DoclingDocument) -> list[DocIt
         Returns:
             List of top-level DocItems in document order, or None if no items found.
         """
-
         items: dict[str, DocItem] = {}
         ref_items: list[str] = [item.self_ref for item in meta.doc_items]
         for item in ref_items:
@@ -138,7 +137,6 @@ def expand(self, chunk: BaseChunk, dl_doc: DoclingDocument, serializer: BaseDocS
         Note:
             It is recommended to use the same serializer as used for the original document.
         """
-
         if not isinstance(chunk, DocChunk):
             return chunk
 
diff --git a/docling_core/transforms/chunker/line_chunker.py b/docling_core/transforms/chunker/line_chunker.py
index 1fb3b8bf2..db955e240 100644
--- a/docling_core/transforms/chunker/line_chunker.py
+++ b/docling_core/transforms/chunker/line_chunker.py
@@ -287,27 +287,19 @@ def split_by_token_limit(
         token_limit: int,
         prefer_word_boundary: bool = True,
     ) -> tuple[str, str]:
-        """
-        Split `text` into (head, tail) where `head` has at most `token_limit` tokens,
+        """Split `text` into (head, tail) where `head` has at most `token_limit` tokens,
         and `tail` is the remainder. Uses binary search on character indices to minimize
         calls to `count_tokens`.
 
-        Parameters
-        ----------
-        text : str
-            Input string to split.
-        token_limit: int
-            Maximum number of tokens allowed in the head.
-        prefer_word_boundary : bool
-            If True, try to end the head on a whitespace boundary (without violating
-            the token limit). If no boundary exists in range, fall back to the
-            exact max index found by search.
-
-        Returns
-        -------
-        (head, tail) : tuple[str, str]
-            `head` contains at most `token_limit` tokens, `tail` is the remaining suffix.
-            If `token_limit <= 0`, returns ("", text).
+        Args:
+            text: Input string to split.
+            token_limit: Maximum number of tokens allowed in the head.
+            prefer_word_boundary: If True, try to end the head on a whitespace boundary (without violating
+                the token limit). If no boundary exists in range, fall back to the
+                exact max index found by search.
+
+        Returns:
+           (head, tail) where `head` contains at most `token_limit` tokens, `tail` is the remaining suffix. If `token_limit <= 0`, returns ("", text).
         """
         if token_limit <= 0 or not text:
             return "", text
diff --git a/docling_core/transforms/chunker/tokenizer/huggingface.py b/docling_core/transforms/chunker/tokenizer/huggingface.py
index f5f111665..3b079de3a 100644
--- a/docling_core/transforms/chunker/tokenizer/huggingface.py
+++ b/docling_core/transforms/chunker/tokenizer/huggingface.py
@@ -72,5 +72,4 @@ def get_tokenizer(self):
 
 def get_default_tokenizer():
     """Get default tokenizer instance."""
-
     return HuggingFaceTokenizer.from_pretrained(model_name="sentence-transformers/all-MiniLM-L6-v2")
diff --git a/docling_core/transforms/deserializer/doclang.py b/docling_core/transforms/deserializer/doclang.py
index 59f8eb172..27173779d 100644
--- a/docling_core/transforms/deserializer/doclang.py
+++ b/docling_core/transforms/deserializer/doclang.py
@@ -1600,7 +1600,7 @@ def _inner_xml(self, el: Element, exclude_tags: Optional[set[str]] = None) -> st
         return "".join(parts)
 
     def _layer_from_nodes(self, nodes: Sequence[Node]) -> Optional[ContentLayer]:
-        """Extract content layer from ``<layer value=\"...\"/>`` in element head nodes."""
+        r"""Extract content layer from ``<layer value=\"...\"/>`` in element head nodes."""
         for node in nodes:
             if isinstance(node, Element) and node.tagName == DocLangToken.LAYER.value:
                 if layer_value := node.getAttribute(DocLangAttributeKey.VALUE.value):
@@ -1611,7 +1611,7 @@ def _layer_from_nodes(self, nodes: Sequence[Node]) -> Optional[ContentLayer]:
         return None
 
     def _label_value_from_nodes(self, nodes: Sequence[Node]) -> Optional[str]:
-        """Extract ``<label value=\"...\"/>`` from element head nodes."""
+        r"""Extract ``<label value=\"...\"/>`` from element head nodes."""
         for node in nodes:
             if isinstance(node, Element) and node.tagName == DocLangToken.LABEL.value:
                 if label_val := node.getAttribute(DocLangAttributeKey.VALUE.value):
@@ -1637,7 +1637,7 @@ def _label_value_from_nodes(self, nodes: Sequence[Node]) -> Optional[str]:
     def _bbox_from_location_text_fragments(
         self, *, doc: DoclingDocument, fragments: list[str]
     ) -> Optional[BoundingBox]:
-        """Build a TOPLEFT bbox from four ``<location value=\"...\"/>`` XML fragments."""
+        r"""Build a TOPLEFT bbox from four ``<location value=\"...\"/>`` XML fragments."""
         if len(fragments) != 4:
             return None
         values: list[int] = []
@@ -1714,7 +1714,6 @@ def _otsl_extract_tokens_and_text(self, s: str) -> tuple[list[str], list[str]]:
         ``<location>`` tokens. Handles nested XML elements (like
         ``<text><italic>...</italic></text>``) by keeping them as single units.
         """
-
         tokens: list[str] = []
         parts: list[str] = []
 
@@ -2016,11 +2015,11 @@ def _extract_provenance(self, *, doc: DoclingDocument, el: Element) -> list[Prov
         return self._provenance_from_location_nodes(doc=doc, nodes=head_nodes)
 
     def _extract_layer(self, *, el: Element) -> Optional[ContentLayer]:
-        """Extract content layer from element-head ``<layer value=\"...\"/>``."""
+        r"""Extract content layer from element-head ``<layer value=\"...\"/>``."""
         head_nodes, _ = self._split_element_children_head_body(el)
         return self._layer_from_nodes(head_nodes)
 
     def _extract_label_value(self, *, el: Element) -> Optional[str]:
-        """Extract ``<label value=\"...\"/>`` from element head."""
+        r"""Extract ``<label value=\"...\"/>`` from element head."""
         head_nodes, _ = self._split_element_children_head_body(el)
         return self._label_value_from_nodes(head_nodes)
diff --git a/docling_core/transforms/serializer/doclang.py b/docling_core/transforms/serializer/doclang.py
index c4bddc089..71c7af099 100644
--- a/docling_core/transforms/serializer/doclang.py
+++ b/docling_core/transforms/serializer/doclang.py
@@ -1742,7 +1742,7 @@ def serialize_hyperlink(
         hyperlink: Union[AnyUrl, Path],
         **kwargs: Any,
     ) -> str:
-        """Hyperlinks are emitted as ``<href uri=\"...\"/>`` in element head, not inline."""
+        r"""Hyperlinks are emitted as ``<href uri=\"...\"/>`` in element head, not inline."""
         return text
 
     text_serializer: BaseTextSerializer = DocLangTextSerializer()
@@ -1853,7 +1853,6 @@ def _filter_out_all_content(self, text: str) -> str:
 
     def _serialize_body(self, **kwargs) -> SerializationResult:
         """Serialize the document body."""
-
         self._suppressed_page_breaks = set()
         self._next_thread_id = 1
         self._thread_id_by_ref = {}
diff --git a/docling_core/transforms/serializer/markdown.py b/docling_core/transforms/serializer/markdown.py
index bd3c8e223..066788d23 100644
--- a/docling_core/transforms/serializer/markdown.py
+++ b/docling_core/transforms/serializer/markdown.py
@@ -443,7 +443,6 @@ def get_header_and_body_lines(
             A tuple of (header_lines, body_lines) where header_lines contains
             the header row and separator row, and body_lines contains the data rows.
         """
-
         lines = [line for line in table_text.splitlines(True) if line.strip()]
 
         if len(lines) < 2:
diff --git a/docling_core/transforms/serializer/markdown_excel.py b/docling_core/transforms/serializer/markdown_excel.py
index 142bed384..4f5f77d63 100644
--- a/docling_core/transforms/serializer/markdown_excel.py
+++ b/docling_core/transforms/serializer/markdown_excel.py
@@ -46,7 +46,7 @@ def serialize(
 
 
 class MsExcelMarkdownDocSerializer(MarkdownDocSerializer):
-    """``MarkdownDocSerializer`` variant for Excel-sourced ``DoclingDocument``\\s.
+    r"""``MarkdownDocSerializer`` variant for Excel-sourced ``DoclingDocument``\\s.
 
     Swap in :class:`MsExcelMarkdownFallbackSerializer` so that worksheet
     groups (``GroupLabel.SHEET``) are rendered with their name as a Markdown
diff --git a/docling_core/transforms/serializer/webvtt.py b/docling_core/transforms/serializer/webvtt.py
index 35e04d28c..a7976564e 100644
--- a/docling_core/transforms/serializer/webvtt.py
+++ b/docling_core/transforms/serializer/webvtt.py
@@ -368,19 +368,16 @@ def requires_page_break(self) -> bool:
     @override
     def serialize_bold(self, text: str, **kwargs) -> str:
         """Apply WebVTT-specific bold serialization."""
-
         return self.serialize_cue_span(text=text, tag="b")
 
     @override
     def serialize_italic(self, text: str, **kwargs) -> str:
         """Apply WebVTT-specific italic serialization."""
-
         return self.serialize_cue_span(text=text, tag="i")
 
     @override
     def serialize_underline(self, text: str, **kwargs) -> str:
         """Apply WebVTT-specific underline serialization."""
-
         return self.serialize_cue_span(text=text, tag="u")
 
     def serialize_cue_span(
diff --git a/docling_core/types/doc/base.py b/docling_core/types/doc/base.py
index 32d2e0195..2daf37734 100644
--- a/docling_core/types/doc/base.py
+++ b/docling_core/types/doc/base.py
@@ -63,12 +63,12 @@ class BoundingBox(BaseModel):
 
     @property
     def width(self):
-        """width."""
+        """Width."""
         return self.r - self.l
 
     @property
     def height(self):
-        """height."""
+        """Height."""
         return abs(self.t - self.b)
 
     @field_serializer("l", "t", "r", "b")
@@ -94,12 +94,12 @@ def scale_to_size(self, old_size: Size, new_size: Size):
 
     # same as before, but using the implementation above
     def scaled(self, scale: float):
-        """scaled."""
+        """Scaled."""
         return self.resize_by_scale(x_scale=scale, y_scale=scale)
 
     # same as before, but using the implementation above
     def normalized(self, page_size: Size):
-        """normalized."""
+        """Normalized."""
         return self.scale_to_size(old_size=page_size, new_size=Size(height=1.0, width=1.0))
 
     def expand_by_scale(self, x_scale: float, y_scale: float) -> "BoundingBox":
@@ -155,7 +155,7 @@ def from_tuple(cls, coord: tuple[float, ...], origin: CoordOrigin):
             return BoundingBox(l=l, t=t, r=r, b=b, coord_origin=origin)
 
     def area(self) -> float:
-        """area."""
+        """Area."""
         return abs(self.r - self.l) * abs(self.b - self.t)
 
     def intersection_area_with(self, other: "BoundingBox") -> float:
@@ -260,7 +260,7 @@ def to_top_left_origin(self, page_height: float) -> "BoundingBox":
             )
 
     def overlaps(self, other: "BoundingBox") -> bool:
-        """overlaps."""
+        """Overlaps."""
         return self.overlaps_horizontally(other=other) and self.overlaps_vertically(other=other)
 
     def overlaps_horizontally(self, other: "BoundingBox") -> bool:
diff --git a/docling_core/types/doc/document.py b/docling_core/types/doc/document.py
index 7f717f6c1..05281a6ee 100644
--- a/docling_core/types/doc/document.py
+++ b/docling_core/types/doc/document.py
@@ -414,7 +414,7 @@ class TableData(BaseModel):  # TBD
     def grid(
         self,
     ) -> list[list[TableCell]]:
-        """grid."""
+        """Grid."""
         # Initialise empty table data grid (only empty cells)
         table_data = [
             [
@@ -2419,7 +2419,6 @@ def _migrate_annotations_to_meta(self) -> Self:
 
     def export_to_dataframe(self, doc: Optional["DoclingDocument"] = None) -> pd.DataFrame:
         """Export the table as a Pandas DataFrame."""
-
         return self._export_to_dataframe_with_options(doc=doc)
 
     def _export_to_dataframe_with_options(
@@ -2428,7 +2427,6 @@ def _export_to_dataframe_with_options(
         **kwargs: Any,
     ) -> pd.DataFrame:
         """Export the table as a Pandas DataFrame with contextual named arguments."""
-
         if doc is None:
             _logger.warning("Usage of TableItem.export_to_dataframe() without `doc` argument is deprecated.")
 
@@ -6317,7 +6315,7 @@ def export_to_text(
         page_break_placeholder: Optional[str] = None,
         traverse_pictures: bool = False,
     ) -> str:
-        """Export to plain text.
+        r"""Export to plain text.
 
         Produces clean plain text without any Markdown decoration. Heading
         markers (``#``), bold/italic markers, and hyperlink syntax are all
@@ -6534,7 +6532,6 @@ def export_to_vtt(
         Returns:
             A string representation of the Docling document in WebVTT format.
         """
-
         from docling_core.transforms.serializer.webvtt import WebVTTDocSerializer, WebVTTParams
 
         my_layers = included_content_layers if included_content_layers is not None else DEFAULT_CONTENT_LAYERS
@@ -7497,7 +7494,6 @@ def _normalize_table_children_from_rich_cells(self):
     @model_validator(mode="after")
     def validate_document(self) -> Self:
         """validate_document."""
-
         with warnings.catch_warnings():
             # ignore warning from deprecated furniture
             warnings.filterwarnings("ignore", category=DeprecationWarning)
diff --git a/examples/convert_to_doclang.py b/examples/convert_to_doclang.py
index 0586d2cb1..6bd5ead32 100644
--- a/examples/convert_to_doclang.py
+++ b/examples/convert_to_doclang.py
@@ -1,33 +1,33 @@
-import os
-import json
-import glob
 import argparse
-from enum import Enum
-from pathlib import Path
-from typing import Sequence, Dict, Any, Optional
+import glob
+import json
+import os
 from collections import Counter
+from collections.abc import Sequence
+from enum import Enum
 from io import BytesIO
+from pathlib import Path
+from typing import Any, Optional
 
-from PIL import Image as PILImage
-
+import matplotlib.pyplot as plt
+import numpy as np
 from datasets import load_dataset
+from PIL import Image as PILImage
 from tqdm import tqdm
 from transformers import (
     AutoTokenizer,
     PreTrainedTokenizerBase,
 )
-from docling_core.types.doc import DoclingDocument, ImageRef
-from docling_core.types.doc.base import ImageRefMode
+
 from docling_core.transforms.serializer.doclang import (
     ContentType,
-    EscapeMode,
+    DocLangDocSerializer,
     DocLangParams,
     DocLangVocabulary,
-    DocLangDocSerializer,
+    EscapeMode,
 )
-
-import matplotlib.pyplot as plt
-import numpy as np
+from docling_core.types.doc import DoclingDocument, ImageRef
+from docling_core.types.doc.base import ImageRefMode
 
 
 class _SerializationMode(str, Enum):
@@ -42,6 +42,7 @@ class _SerializationMode(str, Enum):
 # HF_HUB_DISABLE_XET=1 hf download --repo-type dataset "{hf-repo-id}"
 #
 
+
 def update_tokenizer(tokenizer: PreTrainedTokenizerBase, verbose: bool = False) -> PreTrainedTokenizerBase:
     """Extend tokenizer with DocLang special tokens.
 
@@ -58,7 +59,8 @@ def update_tokenizer(tokenizer: PreTrainedTokenizerBase, verbose: bool = False)
         print(f"New vocab size: {tokenizer.vocab_size}")
     return tokenizer
 
-def run_dump(cfg: dict[str, Any]) -> int:
+
+def run_dump(cfg: dict[str, Any]) -> int:  # noqa: C901
     """Dump/serialize documents from a dataset to DocLang strings/files and export a per-row report.
 
     Config keys (with defaults):
@@ -79,7 +81,7 @@ def run_dump(cfg: dict[str, Any]) -> int:
     dataset_split = cfg.get("dataset_split", "train")
     output_dir = Path(cfg.get("output_dir", "./scratch/doclang"))
     failed_dir = Path(cfg.get("failed_dir", "./scratch/doclang_failed"))
-    pngs_dir = Path(cfg.get("pngs_dir", "./scratch/pngs_dir"))
+    Path(cfg.get("pngs_dir", "./scratch/pngs_dir"))
     write_outputs: bool = bool(cfg.get("write_outputs", True))
     report_path = Path(cfg.get("report_path", "./scratch/doclang_report.xlsx"))
 
@@ -88,7 +90,7 @@ def run_dump(cfg: dict[str, Any]) -> int:
         {"add_content": True, "mode": "LLM_FRIENDLY", "suffix": "_with"},
         {"add_content": True, "mode": "HUMAN_FRIENDLY", "suffix": "_with_h"},
     ]
-    variants = cfg.get("variants", default_variants)
+    cfg.get("variants", default_variants)
 
     if write_outputs:
         output_dir.mkdir(parents=True, exist_ok=True)
@@ -136,10 +138,14 @@ def _sanitize_cell_value(value: str, warn: bool = False) -> str:
         invalid_chars = []
         for char in value:
             code = ord(char)
-            if (code == 0x09 or code == 0x0A or code == 0x0D or
-                (0x20 <= code <= 0xD7FF) or
-                (0xE000 <= code <= 0xFFFD) or
-                (0x10000 <= code <= 0x10FFFF)):
+            if (
+                code == 0x09
+                or code == 0x0A
+                or code == 0x0D
+                or (0x20 <= code <= 0xD7FF)
+                or (0xE000 <= code <= 0xFFFD)
+                or (0x10000 <= code <= 0x10FFFF)
+            ):
                 sanitized.append(char)
             else:
                 # Replace invalid character with its Unicode representation
@@ -151,7 +157,7 @@ def _sanitize_cell_value(value: str, warn: bool = False) -> str:
             preview = value[:50] + "..." if len(value) > 50 else value
             print(f"Warning: Found invalid XML characters {invalid_chars} in cell: {preview}")
 
-        return ''.join(sanitized)
+        return "".join(sanitized)
 
     def _write_report(rows: list[dict[str, str]], path: Path) -> None:
         """Write a two-sheet Excel report (Results + Summary).
@@ -181,12 +187,16 @@ def _write_report(rows: list[dict[str, str]], path: Path) -> None:
             for esc_mode in EscapeMode:
                 for content in [True, False]:
                     cols.append(f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content})")
-                    cols.append(f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content}) Error")
-
-        cols.extend([
-            "Serialized HTML",
-            "Serialized HTML Error",
-        ])
+                    cols.append(
+                        f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content}) Error"
+                    )
+
+        cols.extend(
+            [
+                "Serialized HTML",
+                "Serialized HTML Error",
+            ]
+        )
 
         # Ensure all rows have all columns and sanitize cell values
         norm_rows = []
@@ -225,7 +235,7 @@ def _count_yes(key: str) -> int:
             df_results = pd.DataFrame(norm_rows, columns=cols)
             df_summary = pd.DataFrame(summary_rows, columns=["Metric", "Count"])
             path.parent.mkdir(parents=True, exist_ok=True)
-            with pd.ExcelWriter(path, engine='openpyxl') as writer:
+            with pd.ExcelWriter(path, engine="openpyxl") as writer:
                 df_results.to_excel(writer, sheet_name="Results", index=False)
                 df_summary.to_excel(writer, sheet_name="Summary", index=False)
 
@@ -250,12 +260,12 @@ def _count_yes(key: str) -> int:
                 # Enable text wrapping for all cells in this column
                 for row in range(1, ws_results.max_row + 1):
                     cell = ws_results.cell(row=row, column=col_idx)
-                    cell.alignment = Alignment(wrap_text=True, vertical='top')
+                    cell.alignment = Alignment(wrap_text=True, vertical="top")
 
             # Enable text wrapping for all header cells
             for col_idx in range(1, len(cols) + 1):
                 cell = ws_results.cell(row=1, column=col_idx)
-                cell.alignment = Alignment(wrap_text=True, vertical='top', horizontal='center')
+                cell.alignment = Alignment(wrap_text=True, vertical="top", horizontal="center")
 
             wb.save(path)
             print(f"Wrote report (Excel via pandas) to: {path}")
@@ -295,12 +305,12 @@ def _count_yes(key: str) -> int:
                 # Enable text wrapping for all cells in this column
                 for row in range(1, ws_results.max_row + 1):
                     cell = ws_results.cell(row=row, column=col_idx)
-                    cell.alignment = Alignment(wrap_text=True, vertical='top')
+                    cell.alignment = Alignment(wrap_text=True, vertical="top")
 
             # Enable text wrapping for all header cells
             for col_idx in range(1, len(cols) + 1):
                 cell = ws_results.cell(row=1, column=col_idx)
-                cell.alignment = Alignment(wrap_text=True, vertical='top', horizontal='center')
+                cell.alignment = Alignment(wrap_text=True, vertical="top", horizontal="center")
 
             # Summary sheet
             ws_summary = wb.create_sheet(title="Summary")
@@ -331,28 +341,32 @@ def _count_yes(key: str) -> int:
         for mode in _SerializationMode:
             for esc_mode in EscapeMode:
                 for content in [True, False]:
-                    row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content})"] = _yes(False)
-                    row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}) Error"] = ""
+                    row_result[
+                        f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content})"
+                    ] = _yes(False)
+                    row_result[
+                        f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}) Error"
+                    ] = ""
 
         try:
             doc = DoclingDocument.model_validate_json(text)
-            page_images = [
-                __ for __ in row["GroundTruthPageImages"]
-            ]
+            page_images = list(row["GroundTruthPageImages"])
             # page_images[0].show()
             row_result["Loaded DoclingDocument"] = _yes(True)
         except Exception as exc:
-            errors.append(
-                f"Parse error: {exc} for {dataset_name}/{dataset_subset}/{dataset_split} idx={idx}"
-            )
+            errors.append(f"Parse error: {exc} for {dataset_name}/{dataset_subset}/{dataset_split} idx={idx}")
             # Record failure outcome for this row
             row_result["Loaded DoclingDocument Error"] = str(exc)
 
             for mode in _SerializationMode:
                 for esc_mode in EscapeMode:
                     for content in [True, False]:
-                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content})"] = _yes(False)
-                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content}) Error"] = "NA"
+                        row_result[
+                            f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content})"
+                        ] = _yes(False)
+                        row_result[
+                            f"Serialized DocLang ({mode.value}, escape_mode={esc_mode.value}, content={content}) Error"
+                        ] = "NA"
 
             results_rows.append(row_result)
             continue
@@ -374,12 +388,20 @@ def _count_yes(key: str) -> int:
                         iser_probe = DocLangDocSerializer(doc=doc, params=params_probe)
                         _ = iser_probe.serialize().text
 
-                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content})"] = _yes(True)
-                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}) Error"] = ""
+                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content})"] = (
+                            _yes(True)
+                        )
+                        row_result[
+                            f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}) Error"
+                        ] = ""
 
                     except Exception as exc_:
-                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content})"] = _yes(False)
-                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}) Error"] = str(exc_)
+                        row_result[f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content})"] = (
+                            _yes(False)
+                        )
+                        row_result[
+                            f"Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}) Error"
+                        ] = str(exc_)
 
         # Attempt HTML export (non-writing) to check serialization capability
         try:
@@ -412,7 +434,9 @@ def _count_yes(rows: list[dict[str, str]], key: str) -> int:
     for mode in [_SerializationMode.HUMAN_FRIENDLY, _SerializationMode.LLM_FRIENDLY]:
         for esc_mode in [True, False]:
             for content in [True, False]:
-                print(f" - Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}): {_count_yes(results_rows, f'Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content})')}")
+                print(
+                    f" - Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content}): {_count_yes(results_rows, f'Serialized DocLang ({mode.value}, escape_mode={esc_mode}, content={content})')}"
+                )
     print(f" - Serialized HTML: {_count_yes(results_rows, 'Serialized HTML')}")
 
     if errors:
@@ -458,7 +482,7 @@ def run_analyse(cfg: dict[str, Any]) -> int:
     special_token_ids = {ext_tokenizer.convert_tokens_to_ids(tok) for tok in special_tokens}
 
     for filename in tqdm(filenames, desc="Analyse", ncols=128):
-        with open(filename, "r", encoding="utf-8") as fr:
+        with open(filename, encoding="utf-8") as fr:
             text_h = fr.read()
 
         paired_name: Optional[str] = None
@@ -467,7 +491,7 @@ def run_analyse(cfg: dict[str, Any]) -> int:
 
         text_plain = None
         if paired_name and os.path.exists(paired_name):
-            with open(paired_name, "r", encoding="utf-8") as fr:
+            with open(paired_name, encoding="utf-8") as fr:
                 text_plain = fr.read()
 
         # Tokenize and collect lengths
@@ -497,7 +521,7 @@ def run_analyse(cfg: dict[str, Any]) -> int:
     if ext_lengths:
         arr = np.asarray(ext_lengths)
         print(
-            f"Extended tokenizer lengths — min: {arr.min()}, p50: {np.median(arr)}, p95: {np.percentile(arr,95)}, max: {arr.max()}, mean: {arr.mean():.1f}"
+            f"Extended tokenizer lengths — min: {arr.min()}, p50: {np.median(arr)}, p95: {np.percentile(arr, 95)}, max: {arr.max()}, mean: {arr.mean():.1f}"
         )
 
     # Map special IDs back to tokens and show top-k
@@ -607,8 +631,7 @@ def plot_token_scatter_with_regression(
 
     plt.figure(figsize=(8, 8))
     plt.scatter(x, y, alpha=0.6, color="#4C78A8", label="Documents")
-    plt.plot(x_line, y_line, color="#E45756", linewidth=2,
-             label=f"y = {slope:.3f}x + {intercept:.3f} (R²={r2:.3f})")
+    plt.plot(x_line, y_line, color="#E45756", linewidth=2, label=f"y = {slope:.3f}x + {intercept:.3f} (R²={r2:.3f})")
     plt.xlabel("Original tokens")
     plt.ylabel("Optimal tokens")
     plt.title("Original vs Optimal Tokens with Linear Fit")
@@ -617,6 +640,7 @@ def plot_token_scatter_with_regression(
     plt.tight_layout()
     plt.show()
 
+
 def default_config(mode: str) -> dict[str, Any]:
     if mode == "dump":
         return {
@@ -686,7 +710,7 @@ def main(argv: Optional[Sequence[str]] = None) -> int:
             return 0
         # proceed using the freshly created config in-memory
     else:
-        with open(cfg_path, "r", encoding="utf-8") as fr:
+        with open(cfg_path, encoding="utf-8") as fr:
             cfg = json.load(fr)
 
     # Allow CLI --limit to override config for dump mode
diff --git a/examples/document_profiling.py b/examples/document_profiling.py
index 4dc18bfad..892436e88 100644
--- a/examples/document_profiling.py
+++ b/examples/document_profiling.py
@@ -81,7 +81,9 @@ def profile_document_collection():
     print(f"  Total: {stats.total_pages}")
     print(f"  Min: {stats.min_pages}, Max: {stats.max_pages}")
     print(f"  Median (d5): {stats.deciles_pages[4]:.1f}, Mean: {stats.mean_pages:.2f}")
-    print(f"  Deciles: d1={stats.deciles_pages[0]:.1f}, d5={stats.deciles_pages[4]:.1f}, d9={stats.deciles_pages[8]:.1f}")
+    print(
+        f"  Deciles: d1={stats.deciles_pages[0]:.1f}, d5={stats.deciles_pages[4]:.1f}, d9={stats.deciles_pages[8]:.1f}"
+    )
     print(f"  Std Dev: {stats.std_pages:.2f}")
     print(f"  Histogram bins: {len(stats.histogram_pages.bins)}, bin width: {stats.histogram_pages.bin_width:.2f}")
 
@@ -89,28 +91,36 @@ def profile_document_collection():
     print(f"  Total: {stats.total_tables}")
     print(f"  Min: {stats.min_tables}, Max: {stats.max_tables}")
     print(f"  Median (d5): {stats.deciles_tables[4]:.1f}, Mean: {stats.mean_tables:.2f}")
-    print(f"  Deciles: d1={stats.deciles_tables[0]:.1f}, d5={stats.deciles_tables[4]:.1f}, d9={stats.deciles_tables[8]:.1f}")
+    print(
+        f"  Deciles: d1={stats.deciles_tables[0]:.1f}, d5={stats.deciles_tables[4]:.1f}, d9={stats.deciles_tables[8]:.1f}"
+    )
     print(f"  Std Dev: {stats.std_tables:.2f}")
 
     print("\nPictures:")
     print(f"  Total: {stats.total_pictures}")
     print(f"  Min: {stats.min_pictures}, Max: {stats.max_pictures}")
     print(f"  Median (d5): {stats.deciles_pictures[4]:.1f}, Mean: {stats.mean_pictures:.2f}")
-    print(f"  Deciles: d1={stats.deciles_pictures[0]:.1f}, d5={stats.deciles_pictures[4]:.1f}, d9={stats.deciles_pictures[8]:.1f}")
+    print(
+        f"  Deciles: d1={stats.deciles_pictures[0]:.1f}, d5={stats.deciles_pictures[4]:.1f}, d9={stats.deciles_pictures[8]:.1f}"
+    )
     print(f"  Std Dev: {stats.std_pictures:.2f}")
 
     print("\nText Items:")
     print(f"  Total: {stats.total_texts}")
     print(f"  Min: {stats.min_texts}, Max: {stats.max_texts}")
     print(f"  Median (d5): {stats.deciles_texts[4]:.1f}, Mean: {stats.mean_texts:.2f}")
-    print(f"  Deciles: d1={stats.deciles_texts[0]:.1f}, d5={stats.deciles_texts[4]:.1f}, d9={stats.deciles_texts[8]:.1f}")
+    print(
+        f"  Deciles: d1={stats.deciles_texts[0]:.1f}, d5={stats.deciles_texts[4]:.1f}, d9={stats.deciles_texts[8]:.1f}"
+    )
     print(f"  Std Dev: {stats.std_texts:.2f}")
 
     print("\nPictures Requiring OCR:")
     print(f"  Total: {stats.total_pictures_for_ocr}")
     print(f"  Min: {stats.min_pictures_for_ocr}, Max: {stats.max_pictures_for_ocr}")
     print(f"  Median (d5): {stats.deciles_pictures_for_ocr[4]:.1f}, Mean: {stats.mean_pictures_for_ocr:.2f}")
-    print(f"  Deciles: d1={stats.deciles_pictures_for_ocr[0]:.1f}, d5={stats.deciles_pictures_for_ocr[4]:.1f}, d9={stats.deciles_pictures_for_ocr[8]:.1f}")
+    print(
+        f"  Deciles: d1={stats.deciles_pictures_for_ocr[0]:.1f}, d5={stats.deciles_pictures_for_ocr[4]:.1f}, d9={stats.deciles_pictures_for_ocr[8]:.1f}"
+    )
     print(f"  Std Dev: {stats.std_pictures_for_ocr:.2f}")
 
     if stats.mimetype_distribution:
@@ -128,8 +138,10 @@ def profile_document_collection():
         print("\nIndividual Document Statistics:")
         for i, doc_stat in enumerate(stats.document_stats[:3], 1):  # Show first 3
             print(f"\n  Document {i}: {doc_stat.name}")
-            print(f"    Pages: {doc_stat.num_pages}, Tables: {doc_stat.num_tables}, "
-                  f"Pictures: {doc_stat.num_pictures}, Texts: {doc_stat.num_texts}")
+            print(
+                f"    Pages: {doc_stat.num_pages}, Tables: {doc_stat.num_tables}, "
+                f"Pictures: {doc_stat.num_pictures}, Texts: {doc_stat.num_texts}"
+            )
 
 
 def profile_with_generator():
@@ -156,7 +168,7 @@ def document_generator():
     start_time = time.time()
     stats = DocumentProfiler.profile_collection(
         document_generator(),
-        include_individual_stats=False  # Don't store individual stats to save memory
+        include_individual_stats=False,  # Don't store individual stats to save memory
     )
     elapsed_time = time.time() - start_time
 
@@ -247,4 +259,3 @@ def analyze_document_characteristics():
     print("\n" + "=" * 80)
     print("Examples completed!")
     print("=" * 80)
-
diff --git a/examples/stats_visualizer.py b/examples/stats_visualizer.py
index 7fb7f002c..2f373ff47 100644
--- a/examples/stats_visualizer.py
+++ b/examples/stats_visualizer.py
@@ -12,6 +12,7 @@
 try:
     import matplotlib.figure
     import matplotlib.pyplot as plt
+
     MATPLOTLIB_AVAILABLE = True
 except ImportError:
     MATPLOTLIB_AVAILABLE = False
@@ -27,8 +28,7 @@ def _check_matplotlib() -> None:
         """Check if matplotlib is available."""
         if not MATPLOTLIB_AVAILABLE:
             raise ImportError(
-                "matplotlib is required for visualization. "
-                "Install it with: pip install docling-core[examples]"
+                "matplotlib is required for visualization. Install it with: pip install docling-core[examples]"
             )
 
     @staticmethod
@@ -79,7 +79,7 @@ def plot_histogram(
         ax.grid(axis="y", alpha=0.3, linestyle="--")
 
         if log_scale:
-            ax.set_yscale('log')
+            ax.set_yscale("log")
             ax.set_ylabel(f"{ylabel} (log scale)", fontsize=12)
 
         plt.tight_layout()
@@ -316,4 +316,3 @@ def show_figure(fig: "matplotlib.figure.Figure") -> None:
         """
         StatsVisualizer._check_matplotlib()
         plt.show()
-
diff --git a/examples/visualize_collection_stats.py b/examples/visualize_collection_stats.py
index 79683d504..b8a2955e3 100644
--- a/examples/visualize_collection_stats.py
+++ b/examples/visualize_collection_stats.py
@@ -204,8 +204,9 @@ def display_statistics_summary(stats: CollectionStats):
     print(f"  Range: {stats.min_pages} - {stats.max_pages}")
     print(f"  Median (d5): {stats.deciles_pages[4]:.1f}")
     print(f"  Mean: {stats.mean_pages:.2f}")
-    print(f"  Deciles: d1={stats.deciles_pages[0]:.1f}, "
-          f"d5={stats.deciles_pages[4]:.1f}, d9={stats.deciles_pages[8]:.1f}")
+    print(
+        f"  Deciles: d1={stats.deciles_pages[0]:.1f}, d5={stats.deciles_pages[4]:.1f}, d9={stats.deciles_pages[8]:.1f}"
+    )
 
     print("\nTables:")
     print(f"  Range: {stats.min_tables} - {stats.max_tables}")
@@ -253,5 +254,5 @@ def display_statistics_summary(stats: CollectionStats):
     except Exception as e:
         print(f"\nError: {e}")
         import traceback
-        traceback.print_exc()
 
+        traceback.print_exc()
diff --git a/pyproject.toml b/pyproject.toml
index fc5179935..fe2ed36b2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -101,15 +101,8 @@ examples = [
 
 [dependency-groups]
 dev = [
-    "pre-commit~=3.7",
-    "mypy~=1.6",
-    "black~=26.3.1",
-    "isort~=5.10",
-    "autoflake~=2.0",
-    "flake8~=7.1",
-    "pycodestyle~=2.10",
-    "flake8-docstrings~=1.6",
-    "pep8-naming~=0.13",
+    "pre-commit~=4.6.0",
+    "mypy~=2.1.0",
     "jsondiff~=2.0",
     "types-setuptools~=70.3",
     "pandas-stubs~=2.1",
@@ -117,7 +110,7 @@ dev = [
     "coverage~=7.6",
     "pytest~=9.0.3",
     "pytest-cov>=6.1.1",
-    "python-semantic-release~=7.32",
+    "python-semantic-release~=7.34.6",
     'tree-sitter-java-orchard (>=0.3.0,<1.0.0); python_version >= "3.10"',
     "ruff>=0.14.11",
     "types-defusedxml (>=0.7.0.20250822, <0.8.0)",
@@ -153,13 +146,14 @@ skip-magic-trailing-comma = false
 [tool.ruff.lint]
 select = [
   "C",     # flake8-comprehensions
+  # "D",     # flake8-docstrings
+  "Q",     # flake8-quotes
   "C9",    # mccabe
-  "E",     # pycodestyle errors (default)
-  "F",     # pyflakes (default)
+  "E",     # pycodestyle errors
+  "F",     # pyflakes
   "I",     # isort
   "PD",    # pandas-vet
   "PIE",   # pie
-  "Q",     # flake8-quotes
   "RUF",   # Enable all ruff-specific checks
   "S307",  # eval
   "W",     # pycodestyle warnings
@@ -192,7 +186,7 @@ convention = "google"
 
 [tool.ruff.lint.per-file-ignores]
 "__init__.py" = ["E402", "F401"]
-"test/*.py" = ["ASYNC"]         # Disable ASYNC check for tests
+"test/*.py" = ["ASYNC"] # Disable ASYNC check for tests
 "*.ipynb" = ["I"]  # Disable import sorting for notebooks
 
 [tool.ruff.lint.mccabe]
diff --git a/test/conftest.py b/test/conftest.py
index d1b8eaf8c..7adf21dd8 100644
--- a/test/conftest.py
+++ b/test/conftest.py
@@ -31,7 +31,6 @@
 # factored out of fixture to simplify IDE-level debugging
 def _construct_doc_impl() -> DoclingDocument:
     """Fixture for a DoclingDocument to be reused across a test session."""
-
     doc = DoclingDocument(name="Untitled 1")
 
     leading_list = doc.add_list_group(parent=None)
@@ -358,13 +357,11 @@ def _construct_doc() -> DoclingDocument:
 @pytest.fixture(scope="function")
 def sample_doc(_construct_doc: DoclingDocument) -> DoclingDocument:
     """Copy of a DoclingDocument for each test function."""
-
     return _construct_doc.model_copy(deep=True)
 
 
 def _rich_table_doc_impl() -> DoclingDocument:
     """Fixture for a rich table document to be reused across the test session."""
-
     doc = DoclingDocument(name="")
     doc.add_text(label=DocItemLabel.TITLE, text="Rich tables")
 
@@ -457,17 +454,19 @@ def _rich_table_doc_impl() -> DoclingDocument:
 
     return doc
 
+
 @pytest.fixture(scope="session")
 def _rich_table_doc() -> DoclingDocument:
     """Fixture for a rich table document to be reused across the test session."""
     return _rich_table_doc_impl()
 
+
 @pytest.fixture(scope="function")
 def rich_table_doc(_rich_table_doc: DoclingDocument) -> DoclingDocument:
     """Copy of a rich table document for each test function."""
-
     return _rich_table_doc.model_copy(deep=True)
 
+
 def _mixed_hierarchy_doc_impl() -> DoclingDocument:
     doc = DoclingDocument(name="")
 
@@ -553,17 +552,19 @@ def _mixed_hierarchy_doc_impl() -> DoclingDocument:
 
     return doc
 
+
 @pytest.fixture(scope="session")
 def _mixed_hierarchy_doc() -> DoclingDocument:
     """Fixture for a mixed hierarchy document to be reused across the test session."""
     return _mixed_hierarchy_doc_impl()
 
+
 @pytest.fixture(scope="function")
 def mixed_hierarchy_doc(_mixed_hierarchy_doc: DoclingDocument) -> DoclingDocument:
     """Copy of a mixed hierarchy document for each test function."""
-
     return _mixed_hierarchy_doc.model_copy(deep=True)
 
+
 @pytest.fixture(scope="session")
 def _doc_with_handwritten() -> DoclingDocument:
     """Fixture for a document with handwritten text to be reused across the test session."""
diff --git a/test/doclang_validation.py b/test/doclang_validation.py
index d59b18ccb..7f7e596be 100644
--- a/test/doclang_validation.py
+++ b/test/doclang_validation.py
@@ -10,7 +10,8 @@
 import pytest
 
 try:
-    from doclang import ValidationError, validate as doclang_validate
+    from doclang import ValidationError
+    from doclang import validate as doclang_validate
 except ImportError:
     doclang_validate = None  # type: ignore[assignment,misc]
     ValidationError = Exception  # type: ignore[misc,assignment]
@@ -32,6 +33,7 @@ def doclang_validator_available() -> bool:
     strict=False,
 )
 
+
 def assert_valid_dclg_xml(
     xml_text: str,
     *,
diff --git a/test/test_azure_serializer.py b/test/test_azure_serializer.py
index 8d0767297..89bfe6954 100644
--- a/test/test_azure_serializer.py
+++ b/test/test_azure_serializer.py
@@ -103,7 +103,6 @@ def test_azure_serialize_construct_doc_minimal_prov(sample_doc: DoclingDocument)
     single page and minimal bounding boxes to a subset of items to allow Azure JSON
     output to include paragraphs/tables/pictures with boundingRegions.
     """
-
     # Ensure at least one page is present
     if not sample_doc.pages:
         sample_doc.add_page(page_no=1, size=Size(width=600.0, height=800.0), image=None)
diff --git a/test/test_base.py b/test/test_base.py
index d9476604c..f6f51224e 100644
--- a/test/test_base.py
+++ b/test/test_base.py
@@ -123,7 +123,6 @@ def test_file_info_object():
 
 def test_collection_info():
     """Validate data with CollectionInfo model."""
-
     # Test 1
     gold_dict = {
         "name": "patent USPTO",
diff --git a/test/test_chunk_expander.py b/test/test_chunk_expander.py
index fb6edc3ba..f5071659c 100644
--- a/test/test_chunk_expander.py
+++ b/test/test_chunk_expander.py
@@ -78,8 +78,8 @@ def sample_doc():
     doc = DoclingDocument(name="test_doc")
 
     # Add pages
-    page1 = doc.add_page(size=Size(width=612, height=792), page_no=1)
-    page2 = doc.add_page(size=Size(width=612, height=792), page_no=2)
+    doc.add_page(size=Size(width=612, height=792), page_no=1)
+    doc.add_page(size=Size(width=612, height=792), page_no=2)
 
     # Section 1 on page 1 (explicitly set page_no in prov)
     doc.add_heading(
@@ -271,7 +271,6 @@ def test_get_top_items_empty_chunk(self):
 
     def test_expand_basic(self, sample_doc, sample_serializer, sample_chunks, tree_expander):
         """Test basic expansion to full items."""
-
         for chunk in sample_chunks:
             if not isinstance(chunk, DocChunk):
                 continue
@@ -286,9 +285,7 @@ def test_expand_basic(self, sample_doc, sample_serializer, sample_chunks, tree_e
 
             # Expanded chunk text should contain original chunk text (or be a superset)
             assert check_lines_equal_in_order(chunk.text, expanded.text), (
-                f"Expanded chunk should contain original chunk text. "
-                f"original: {chunk.text} "
-                f"expanded: {expanded.text}"
+                f"Expanded chunk should contain original chunk text. original: {chunk.text} expanded: {expanded.text}"
             )
             assert expanded.meta.origin == chunk.meta.origin, "Origin should be preserved"
 
@@ -318,7 +315,6 @@ class TestPageChunkExpander:
 
     def test_expand_basic(self, sample_doc, sample_chunks, sample_serializer, page_expander):
         """Test that page expansion includes all page content."""
-
         for chunk in sample_chunks:
             if not isinstance(chunk, DocChunk):
                 continue
@@ -366,4 +362,3 @@ def test_expand_no_pages(self, hybrid_chunker, page_expander):
 
             # Should return original chunk when no pages
             assert result == chunk, "Should return original chunk when document has no pages"
-
diff --git a/test/test_code_chunker.py b/test/test_code_chunker.py
index 30f91bb4e..cf09cb914 100644
--- a/test/test_code_chunker.py
+++ b/test/test_code_chunker.py
@@ -37,7 +37,6 @@ def create_documents_from_repository(
     commit_id: Optional[str] = None,
 ) -> list[DoclingDocument]:
     """Build DoclingDocument objects from a local checkout, one per code file."""
-
     documents: list[DoclingDocument] = []
     if commit_id is None:
         commit_id = get_latest_commit_id(file_dir)
@@ -54,12 +53,12 @@ def create_documents_from_repository(
 
     all_files = []
     for extension in all_extensions:
-        all_files.extend([f for f in sorted(glob.glob(f"{file_dir}/**/*{extension}", recursive=True))])
+        all_files.extend(sorted(glob.glob(f"{file_dir}/**/*{extension}", recursive=True)))
 
     all_files = sorted(set(all_files))
 
     for file_path in all_files:
-        with open(file_path, "r", encoding="utf-8") as f:
+        with open(file_path, encoding="utf-8") as f:
             file_content = f.read()
 
         file_relative = os.path.relpath(file_path, start=file_dir).replace("\\", "/")
@@ -130,7 +129,6 @@ def _dump_or_assert(act_data: dict, out_path: pathlib.Path):
 
 @pytest.mark.parametrize("name,local_path,repo_url,chunker_factory", REPO_SPECS)
 def test_function_chunkers_repo(name, local_path, repo_url, chunker_factory):
-
     if name == "Java" and sys.version_info < (3, 10):
         pytest.skip("Skipping Java tests on python < 3.10.")
 
diff --git a/test/test_code_chunking_strategy.py b/test/test_code_chunking_strategy.py
index c8234b56b..7d4e889e9 100644
--- a/test/test_code_chunking_strategy.py
+++ b/test/test_code_chunking_strategy.py
@@ -110,7 +110,7 @@ def test_hybrid_chunker_with_code_files(test_data_dir):
     doc = DoclingDocument(name="sample.py")
     doc.origin = DocumentOrigin(filename="sample.py", mimetype="text/x-python", binary_hash=12345)
 
-    with open(python_file, "r", encoding="utf-8") as f:
+    with open(python_file, encoding="utf-8") as f:
         content = f.read()
     doc.add_code(text=content)
 
@@ -135,7 +135,7 @@ def test_unsupported_language_fallback(test_data_dir):
         doc = DoclingDocument(name="sample.go")
         doc.origin = DocumentOrigin(filename="sample.go", mimetype="text/plain", binary_hash=12345)
 
-        with open(go_file, "r", encoding="utf-8") as f:
+        with open(go_file, encoding="utf-8") as f:
             content = f.read()
         doc.add_code(text=content)
 
@@ -154,7 +154,7 @@ def test_unsupported_language_fallback(test_data_dir):
         doc = DoclingDocument(name="sample.md")
         doc.origin = DocumentOrigin(filename="sample.md", mimetype="text/plain", binary_hash=12345)
 
-        with open(md_file, "r", encoding="utf-8") as f:
+        with open(md_file, encoding="utf-8") as f:
             content = f.read()
         doc.add_code(text=content)
 
@@ -181,7 +181,7 @@ def test_repository_processing(test_data_dir):
         doc = DoclingDocument(name=file_path.name)
         doc.origin = DocumentOrigin(filename=file_path.name, mimetype="text/plain", binary_hash=12345)
 
-        with open(file_path, "r", encoding="utf-8") as f:
+        with open(file_path, encoding="utf-8") as f:
             content = f.read()
         doc.add_code(text=content)
 
diff --git a/test/test_collection.py b/test/test_collection.py
index 183459150..df5288985 100644
--- a/test/test_collection.py
+++ b/test/test_collection.py
@@ -48,7 +48,6 @@ def test_document():
 
 def test_table_export_to_tokens():
     """Test the Table Tokens export."""
-
     for filename in glob.glob("test/data/legacy_doc/doc-*.json"):
         with open(filename, encoding="utf-8") as file_obj:
             file_json = file_obj.read()
@@ -69,7 +68,7 @@ def test_table_export_to_tokens():
                         with open(fname, "w", encoding="utf-8") as gold_obj:
                             gold_obj.write(out)
 
-                    with open(fname, "r", encoding="utf-8") as gold_obj:
+                    with open(fname, encoding="utf-8") as gold_obj:
                         gold_data = gold_obj.read()
 
                     assert out == gold_data
@@ -89,7 +88,7 @@ def test_table_export_to_tokens():
                         with open(fname, "w", encoding="utf-8") as gold_obj:
                             gold_obj.write(out)
 
-                    with open(fname, "r", encoding="utf-8") as gold_obj:
+                    with open(fname, encoding="utf-8") as gold_obj:
                         gold_data = gold_obj.read()
 
                     assert out == gold_data
@@ -128,7 +127,7 @@ def test_document_export_to_tokens():
         with open("test/data/legacy_doc/doc-export.dt.txt", "w", encoding="utf-8") as gold_obj:
             gold_obj.write(xml)
 
-    with open("test/data/legacy_doc/doc-export.dt.txt", "r", encoding="utf-8") as gold_obj:
+    with open("test/data/legacy_doc/doc-export.dt.txt", encoding="utf-8") as gold_obj:
         gold_data = gold_obj.read().strip()
 
     assert xml == gold_data
diff --git a/test/test_deserializer_doclang.py b/test/test_deserializer_doclang.py
index 1c7df2e1a..2ab6dbfe8 100644
--- a/test/test_deserializer_doclang.py
+++ b/test/test_deserializer_doclang.py
@@ -1,6 +1,6 @@
-from pathlib import Path
 import re
-from typing import Callable
+from collections.abc import Callable
+from pathlib import Path
 
 import pytest
 
@@ -16,8 +16,8 @@
     DescriptionMetaField,
     DocItemLabel,
     DoclingDocument,
-    ImageRefMode,
     Formatting,
+    ImageRefMode,
     MoleculeMetaField,
     PictureClassificationMetaField,
     PictureClassificationPrediction,
@@ -27,27 +27,27 @@
     RichTableCell,
     Size,
     SummaryMetaField,
-    TabularChartMetaField,
     TableCell,
     TableData,
     TableItem,
+    TabularChartMetaField,
 )
-from docling_core.types.doc.labels import CodeLanguageLabel, PictureClassificationLabel
 from docling_core.types.doc.document import GroupLabel
+from docling_core.types.doc.labels import CodeLanguageLabel, PictureClassificationLabel
 from test.doclang_validation import assert_valid_dclg_xml, doclang_validator
 from test.test_data_gen_flag import GEN_TEST_DATA
-from test.test_serialization_doctag import verify
 from test.test_serialization_doclang import (
+    _doc_cross_column_list,
     _doc_cross_page_list,
     _doc_cross_page_paragraph,
     _doc_cross_page_table,
-    _doc_cross_column_list,
     _doc_multi_prov_text,
     _verify_doc,
     add_list_section,
     add_texts_section,
     verify_doclang,
 )
+from test.test_serialization_doctag import verify
 
 DO_PRINT: bool = False
 
@@ -128,7 +128,7 @@ def test_roundtrip_text():
     doc2 = _deserialize(dt)
     dt2 = _serialize(doc2)
 
-    exp_dt = f"""
+    exp_dt = """
 <doclang>
   <text>Hello world</text>
 </doclang>
@@ -143,7 +143,7 @@ def test_roundtrip_title():
     doc2 = _deserialize(dt)
     dt2 = _serialize(doc2)
 
-    exp_dt = f"""
+    exp_dt = """
 <doclang>
   <heading>My Title</heading>
 </doclang>
@@ -158,7 +158,7 @@ def test_roundtrip_heading():
     doc2 = _deserialize(dt)
     dt2 = _serialize(doc2)
 
-    exp_dt = f"""
+    exp_dt = """
 <doclang>
   <heading level="3">Section A</heading>
 </doclang>
@@ -286,10 +286,14 @@ def test_code_language_linguist_mapping(docling_lang, linguist_label, roundtrip_
 def test_roundtrip_code_unknown_as_other_when_enabled():
     doc = DoclingDocument(name="t")
     doc.add_code(text="y = 2")
-    xml = DocLangDocSerializer(
-        doc=doc,
-        params=DocLangParams(interpret_code_unknown_as_other=True),
-    ).serialize().text
+    xml = (
+        DocLangDocSerializer(
+            doc=doc,
+            params=DocLangParams(interpret_code_unknown_as_other=True),
+        )
+        .serialize()
+        .text
+    )
     assert '<label value="other"/>' in xml
     doc2 = _deserialize(xml)
     assert doc2.texts[0].code_language == CodeLanguageLabel.UNKNOWN
@@ -319,10 +323,14 @@ def test_roundtrip_picture_other_and_unknown_labels():
     assert pics[0].meta.classification.get_main_prediction().class_name == "other"
     assert pics[1].meta is None or pics[1].meta.classification is None
 
-    xml_always = DocLangDocSerializer(
-        doc=doc,
-        params=DocLangParams(label_mode=LabelMode.ALWAYS, add_location=False),
-    ).serialize().text
+    xml_always = (
+        DocLangDocSerializer(
+            doc=doc,
+            params=DocLangParams(label_mode=LabelMode.ALWAYS, add_location=False),
+        )
+        .serialize()
+        .text
+    )
     assert xml_always.count('<label value="undefined"/>') == 1
 
 
@@ -460,7 +468,7 @@ def test_roundtrip_title_prov():
     doc2 = _deserialize(dt)
     dt2 = _serialize(doc2)
 
-    exp_dt = f"""
+    exp_dt = """
 <doclang>
   <heading>
     <location value="51"/>
@@ -543,9 +551,7 @@ def test_roundtrip_page_footer_prov():
 def test_roundtrip_code_prov():
     doc = DoclingDocument(name="t")
     _add_default_page(doc)
-    doc.add_code(
-        text="print('hi')", code_language=CodeLanguageLabel.PYTHON, prov=_default_prov()
-    )
+    doc.add_code(text="print('hi')", code_language=CodeLanguageLabel.PYTHON, prov=_default_prov())
     dt = _serialize(doc)
     if DO_PRINT:
         print("\n", dt)
@@ -950,37 +956,20 @@ def test_roundtrip_multiple_nested_lists_same_level():
 
 
 def test_roundtrip_list_item_with_inline_group():
-
-
     doc = DoclingDocument(name="t")
 
     add_texts_section(doc)
     add_list_section(doc)
 
     dt = _serialize(doc)
-    exp_ser_file = (
-        Path(__file__).parent
-        / "data"
-        / "doc"
-        / "roundtrip_list_item_with_inline_serialized.dclg.xml"
-    )
+    exp_ser_file = Path(__file__).parent / "data" / "doc" / "roundtrip_list_item_with_inline_serialized.dclg.xml"
     verify(exp_ser_file, dt)
     doc2 = _deserialize(dt)
-    deser_yaml_file = (
-        Path(__file__).parent
-        / "data"
-        / "doc"
-        / "roundtrip_list_item_with_inline_deserialized.yaml"
-    )
+    deser_yaml_file = Path(__file__).parent / "data" / "doc" / "roundtrip_list_item_with_inline_deserialized.yaml"
     doc2.save_as_yaml(deser_yaml_file)
     dt2 = _serialize(doc2)
 
-    exp_dt2_file = (
-        Path(__file__).parent
-        / "data"
-        / "doc"
-        / "roundtrip_list_item_with_inline_reserialized.dclg.xml"
-    )
+    exp_dt2_file = Path(__file__).parent / "data" / "doc" / "roundtrip_list_item_with_inline_reserialized.dclg.xml"
     verify(exp_dt2_file, dt2)
 
 
@@ -1067,9 +1056,7 @@ def test_roundtrip_picture_with_caption_and_footnotes():
 
     # Create caption and footnotes
     cap = doc.add_text(label=DocItemLabel.CAPTION, text="Figure 1: Sample Image")
-    footnote1 = doc.add_text(
-        label=DocItemLabel.FOOTNOTE, text="Image source: Dataset A"
-    )
+    footnote1 = doc.add_text(label=DocItemLabel.FOOTNOTE, text="Image source: Dataset A")
     footnote2 = doc.add_text(label=DocItemLabel.FOOTNOTE, text="Resolution: 1024x768")
 
     # Add picture with caption
@@ -1122,12 +1109,8 @@ def test_roundtrip_table_with_rich_cells():
 
     # Create content for rich cells
     # Cell (0, 0): Multiple paragraphs
-    para1 = doc.add_text(
-        parent=table, label=DocItemLabel.TEXT, text="First paragraph in cell."
-    )
-    para2 = doc.add_text(
-        parent=table, label=DocItemLabel.TEXT, text="Second paragraph in cell."
-    )
+    para1 = doc.add_text(parent=table, label=DocItemLabel.TEXT, text="First paragraph in cell.")
+    doc.add_text(parent=table, label=DocItemLabel.TEXT, text="Second paragraph in cell.")
 
     # Cell (1, 0): A list
     list_group = doc.add_list_group(parent=table)
@@ -1215,9 +1198,7 @@ def test_roundtrip_table_with_rich_cells():
     assert main_table.data.num_cols == 2
 
     # Verify that we have rich table cells
-    rich_cells = [
-        cell for cell in main_table.data.table_cells if isinstance(cell, RichTableCell)
-    ]
+    rich_cells = [cell for cell in main_table.data.table_cells if isinstance(cell, RichTableCell)]
     assert len(rich_cells) >= 1  # At least one rich cell should be preserved
 
     # Verify round-trip serialization
@@ -1700,9 +1681,7 @@ def test_constructed_doc(sample_doc: DoclingDocument):
     doc2 = _deserialize(dt)
     dt2 = _serialize(doc2)
 
-    exp_reserialized_dt_file = (
-        Path(__file__).parent / "data" / "doc" / "constr_doc_reserialized.dclg.xml"
-    )
+    exp_reserialized_dt_file = Path(__file__).parent / "data" / "doc" / "constr_doc_reserialized.dclg.xml"
     verify(exp_reserialized_dt_file, dt2)
 
 
@@ -1717,8 +1696,9 @@ def test_constructed_rich_table_doc(rich_table_doc: DoclingDocument):
 
     assert dt2 == dt
 
+
 def test_wrapping():
-    dt = f"""
+    dt = """
 <doclang>
   <text>simple</text>
   <text>
@@ -1771,8 +1751,9 @@ def test_wrapping():
     dt2 = _serialize(doc)
     assert dt2.strip() == dt.strip()
 
+
 def test_rich_table_cells():
-    dt = f"""
+    dt = """
 <doclang>
   <table>
     <fcel/>
@@ -1811,7 +1792,7 @@ def test_rich_table_cells():
 
 def test_picture_tabular_chart_content_cdata_cells():
     """Deserializer must extract text from <content><![CDATA[...]]></content> in OTSL cells."""
-    doclang = f"""<doclang><group><picture class="chart"><location value="0"/><location value="0"/><location value="511"/><location value="511"/><tabular><fcel/><content><![CDATA[Characteristic]]></content><fcel/><content><![CDATA[Player expenses in million U.S. dollars]]></content><nl/><fcel/><content><![CDATA[19/20]]></content><fcel/><content><![CDATA[111]]></content><nl/></tabular></picture></group></doclang>"""
+    doclang = """<doclang><group><picture class="chart"><location value="0"/><location value="0"/><location value="511"/><location value="511"/><tabular><fcel/><content><![CDATA[Characteristic]]></content><fcel/><content><![CDATA[Player expenses in million U.S. dollars]]></content><nl/><fcel/><content><![CDATA[19/20]]></content><fcel/><content><![CDATA[111]]></content><nl/></tabular></picture></group></doclang>"""
     doc = _deserialize(doclang)
     first_cell_text = doc.pictures[0].meta.tabular_chart.chart_data.grid[0][0].text
     assert first_cell_text == "Characteristic"
@@ -2020,6 +2001,7 @@ def test_roundtrip_with_layers():
 
     # Serialize with ALWAYS mode to ensure layers are included
     from docling_core.transforms.serializer.doclang import LayerMode
+
     ser = DocLangDocSerializer(
         doc=doc,
         params=DocLangParams(layer_mode=LayerMode.ALWAYS),
@@ -2036,8 +2018,9 @@ def test_roundtrip_with_layers():
     assert items[1].content_layer == ContentLayer.BODY
     assert items[2].content_layer == ContentLayer.FURNITURE
 
+
 def test_roundtrip_with_newlines():
-    doclang_str = f"""
+    doclang_str = """
 <doclang>
   <text>
     <content>foo
@@ -2052,8 +2035,7 @@ def test_roundtrip_with_newlines():
 
     doc = _deserialize(doclang_str)
 
-    exp_doclang_str = doc.export_to_doclang()
-
+    doc.export_to_doclang()
 
 
 def test_roundtrip_document_index_table():
@@ -2063,16 +2045,16 @@ def test_roundtrip_document_index_table():
 
     # Add a regular table
     table_data = TableData(num_cols=2)
-    table_data.add_row(['Header 1', 'Header 2'])
+    table_data.add_row(["Header 1", "Header 2"])
     table_data.grid[0][0].column_header = True
     table_data.grid[0][1].column_header = True
-    table_data.add_row(['Data 1', 'Data 2'])
+    table_data.add_row(["Data 1", "Data 2"])
     doc.add_table(data=table_data, label=DocItemLabel.TABLE, prov=_default_prov())
 
     # Add a DOCUMENT_INDEX table
     index_data = TableData(num_cols=2)
-    index_data.add_row(['Index 1', 'Page 1'])
-    index_data.add_row(['Index 2', 'Page 2'])
+    index_data.add_row(["Index 1", "Page 1"])
+    index_data.add_row(["Index 2", "Page 2"])
     doc.add_table(data=index_data, label=DocItemLabel.DOCUMENT_INDEX, prov=_default_prov())
 
     # Serialize
@@ -2156,7 +2138,7 @@ def test_cross_column_list_roundtrip():
 
 
 def test_table_with_class_raises_error():
-    """Test that ``<table class=\"…\">`` is rejected (v0.5: use ``<index>`` for document indexes)."""
+    r"""Test that ``<table class=\"…\">`` is rejected (v0.5: use ``<index>`` for document indexes)."""
     xml_str = """<doclang>
   <table class="index">
     <fcel/>
diff --git a/test/test_doc_base.py b/test/test_doc_base.py
index d1045ceac..9cd350f75 100644
--- a/test/test_doc_base.py
+++ b/test/test_doc_base.py
@@ -42,7 +42,6 @@ def test_prov():
 
 def test_track_source():
     """Test the class TrackSource."""
-
     valid_track = TrackSource(
         start_time=11.0,
         end_time=12.0,
diff --git a/test/test_doc_legacy_convert.py b/test/test_doc_legacy_convert.py
index 1d8ad493e..6f464cd12 100644
--- a/test/test_doc_legacy_convert.py
+++ b/test/test_doc_legacy_convert.py
@@ -15,7 +15,7 @@
 def test_new_to_old():
     filename = "test/data/doc/2206.01062.yaml"
 
-    with open(filename, "r", encoding="utf-8") as fp:
+    with open(filename, encoding="utf-8") as fp:
         dict_from_yaml = yaml.safe_load(fp)
 
     doc = DoclingDocument.model_validate(dict_from_yaml)
diff --git a/test/test_docling_doc.py b/test/test_docling_doc.py
index 384f15bac..19c430a11 100644
--- a/test/test_docling_doc.py
+++ b/test/test_docling_doc.py
@@ -1,5 +1,5 @@
-import itertools
 import base64
+import itertools
 import os
 import re
 import warnings
@@ -824,21 +824,15 @@ def test_image_ref_blocks_oversized_base64():
     import base64
 
     large_bytes = b"X" * (28 * 1024 * 1024)
-    large_data = base64.b64encode(large_bytes).decode('ascii')
+    large_data = base64.b64encode(large_bytes).decode("ascii")
     data_uri = f"data:image/png;base64,{large_data}"
 
-    image_ref = ImageRef(
-        dpi=72,
-        mimetype="image/png",
-        size=Size(width=100, height=100),
-        uri=AnyUrl(data_uri)
-    )
+    image_ref = ImageRef(dpi=72, mimetype="image/png", size=Size(width=100, height=100), uri=AnyUrl(data_uri))
 
     with pytest.raises(ValueError, match="exceeds size limit"):
         _ = image_ref.pil_image
 
 
-
 def test_image_ref_accepts_valid_base64():
     """Test that valid base64 data URIs within size limit work correctly."""
     import base64
@@ -850,16 +844,11 @@ def test_image_ref_accepts_valid_base64():
     buffer = BytesIO()
     fig_image.save(buffer, format="PNG")
     img_bytes = buffer.getvalue()
-    img_base64 = base64.b64encode(img_bytes).decode('ascii')
+    img_base64 = base64.b64encode(img_bytes).decode("ascii")
     data_uri = f"data:image/png;base64,{img_base64}"
 
     # Create ImageRef with data URI
-    image_ref = ImageRef(
-        dpi=72,
-        mimetype="image/png",
-        size=Size(width=1, height=1),
-        uri=AnyUrl(data_uri)
-    )
+    image_ref = ImageRef(dpi=72, mimetype="image/png", size=Size(width=1, height=1), uri=AnyUrl(data_uri))
 
     # Should successfully decode the image
     decoded_image = image_ref.pil_image
@@ -938,6 +927,7 @@ def test_max_decoded_size_custom():
     finally:
         settings.max_image_decoded_size = orig_max_image_decoded_size
 
+
 def test_max_decoded_size_default():
     """Test that small images work with default 20MB limit."""
     img = PILImage.new("RGB", (100, 100), color="blue")
@@ -1712,6 +1702,7 @@ def test_misplaced_list_items():
         exp_doc = DoclingDocument.load_from_yaml(exp_file)
         assert doc == exp_doc
 
+
 def test_moving_within_same_parent():
     doc = DoclingDocument(name="")
     doc.add_text(label=DocItemLabel.TEXT, text="bar")
@@ -1826,12 +1817,10 @@ def _make_doc(name: str, value_text: str) -> DoclingDocument:
     assert len(merged.form_items) == 2
 
     kv_item_pages = [
-        sorted({cell.prov.page_no for cell in item.graph.cells if cell.prov})
-        for item in merged.key_value_items
+        sorted({cell.prov.page_no for cell in item.graph.cells if cell.prov}) for item in merged.key_value_items
     ]
     form_item_pages = [
-        sorted({cell.prov.page_no for cell in item.graph.cells if cell.prov})
-        for item in merged.form_items
+        sorted({cell.prov.page_no for cell in item.graph.cells if cell.prov}) for item in merged.form_items
     ]
 
     assert kv_item_pages == [[1], [2]]
@@ -2066,6 +2055,7 @@ def test_invalid_rich_table_doc():
     with pytest.raises(ValueError):
         DoclingDocument.validate_document(doc)
 
+
 def test_invalid_single_linked_rich_table_doc():
     doc = DoclingDocument(name="")
     table_item = doc.add_table(data=TableData(num_rows=2, num_cols=2))
@@ -2095,7 +2085,7 @@ def test_invalid_single_linked_rich_table_doc():
             doc.add_table_cell(table_item=table_item, cell=table_cell)
 
     # delete child reference from table item
-    del(table_item.children[0])
+    del table_item.children[0]
 
     # ensure validate_document() raises:
     with pytest.raises(ValueError):
@@ -2298,6 +2288,7 @@ def test_validate_dupl_refs():
         error_str = str(valid_err_info.value)
         assert "Duplicate ref" in error_str
 
+
 def test_docitem_comments_field():
     """Test that DocItem has a comments field that can hold RefItem references."""
     doc = DoclingDocument(name="test_comments")
@@ -2407,44 +2398,54 @@ def test_table_data_vertical_bounding_boxes():
     cells = [
         TableCell(
             text="r0c0",
-            start_row_offset_idx=0, end_row_offset_idx=1,
-            start_col_offset_idx=0, end_col_offset_idx=1,
+            start_row_offset_idx=0,
+            end_row_offset_idx=1,
+            start_col_offset_idx=0,
+            end_col_offset_idx=1,
             bbox=BoundingBox(l=0, t=2, r=10, b=10, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c0",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=0, end_col_offset_idx=1,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=0,
+            end_col_offset_idx=1,
             bbox=BoundingBox(l=10, t=0, r=20, b=10, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r0c1",
-            start_row_offset_idx=0, end_row_offset_idx=1,
-            start_col_offset_idx=1, end_col_offset_idx=2,
+            start_row_offset_idx=0,
+            end_row_offset_idx=1,
+            start_col_offset_idx=1,
+            end_col_offset_idx=2,
             bbox=BoundingBox(l=0, t=10, r=10, b=20, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c1",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=1, end_col_offset_idx=2,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=1,
+            end_col_offset_idx=2,
             bbox=BoundingBox(l=10, t=10, r=18, b=20, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r0c2",
-            start_row_offset_idx=0, end_row_offset_idx=1,
-            start_col_offset_idx=2, end_col_offset_idx=3,
+            start_row_offset_idx=0,
+            end_row_offset_idx=1,
+            start_col_offset_idx=2,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=0, t=20, r=10, b=28, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c2",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=2, end_col_offset_idx=3,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=2,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=10, t=20, r=20, b=30, coord_origin=CoordOrigin.TOPLEFT),
         ),
     ]
-    table = TableData(
-        num_rows=2, num_cols=3, table_cells=cells, orientation=Orientation.ROT_90
-    )
+    table = TableData(num_rows=2, num_cols=3, table_cells=cells, orientation=Orientation.ROT_90)
 
     # Minimal mode — sanity-check the per-row/col enclosing bbox.
     rows_min = table.get_row_bounding_boxes(minimal=True)
@@ -2504,32 +2505,38 @@ def test_table_data_vertical_bounding_boxes_with_spans():
     cells = [
         TableCell(  # row_span=2 in col 0
             text="r0+r1,c0",
-            start_row_offset_idx=0, end_row_offset_idx=2,
-            start_col_offset_idx=0, end_col_offset_idx=1,
+            start_row_offset_idx=0,
+            end_row_offset_idx=2,
+            start_col_offset_idx=0,
+            end_col_offset_idx=1,
             bbox=BoundingBox(l=0, t=0, r=20, b=10, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r0c1+c2",  # col_span=2 in row 0
-            start_row_offset_idx=0, end_row_offset_idx=1,
-            start_col_offset_idx=1, end_col_offset_idx=3,
+            start_row_offset_idx=0,
+            end_row_offset_idx=1,
+            start_col_offset_idx=1,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=0, t=10, r=10, b=30, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c1",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=1, end_col_offset_idx=2,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=1,
+            end_col_offset_idx=2,
             bbox=BoundingBox(l=10, t=10, r=20, b=20, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c2",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=2, end_col_offset_idx=3,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=2,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=10, t=20, r=20, b=30, coord_origin=CoordOrigin.TOPLEFT),
         ),
     ]
-    table = TableData(
-        num_rows=2, num_cols=3, table_cells=cells, orientation=Orientation.ROT_90
-    )
+    table = TableData(num_rows=2, num_cols=3, table_cells=cells, orientation=Orientation.ROT_90)
 
     # COLUMNS — col_span=2 cell must NOT stretch col 1 / col 2 along t/b.
     cols = table.get_column_bounding_boxes(minimal=True)
@@ -2570,44 +2577,58 @@ def test_table_data_horizontal_bounding_boxes_with_spans_no_overlap():
     cells = [
         TableCell(
             text="r0c0",
-            start_row_offset_idx=0, end_row_offset_idx=1,
-            start_col_offset_idx=0, end_col_offset_idx=1,
+            start_row_offset_idx=0,
+            end_row_offset_idx=1,
+            start_col_offset_idx=0,
+            end_col_offset_idx=1,
             bbox=BoundingBox(l=0, t=0, r=10, b=10, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(  # col_span=2
             text="r0c1+c2",
-            start_row_offset_idx=0, end_row_offset_idx=1,
-            start_col_offset_idx=1, end_col_offset_idx=3,
+            start_row_offset_idx=0,
+            end_row_offset_idx=1,
+            start_col_offset_idx=1,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=10, t=0, r=30, b=10, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(  # row_span=2
             text="r1+r2,c0",
-            start_row_offset_idx=1, end_row_offset_idx=3,
-            start_col_offset_idx=0, end_col_offset_idx=1,
+            start_row_offset_idx=1,
+            end_row_offset_idx=3,
+            start_col_offset_idx=0,
+            end_col_offset_idx=1,
             bbox=BoundingBox(l=0, t=10, r=10, b=30, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c1",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=1, end_col_offset_idx=2,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=1,
+            end_col_offset_idx=2,
             bbox=BoundingBox(l=10, t=10, r=20, b=20, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r1c2",
-            start_row_offset_idx=1, end_row_offset_idx=2,
-            start_col_offset_idx=2, end_col_offset_idx=3,
+            start_row_offset_idx=1,
+            end_row_offset_idx=2,
+            start_col_offset_idx=2,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=20, t=10, r=30, b=20, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r2c1",
-            start_row_offset_idx=2, end_row_offset_idx=3,
-            start_col_offset_idx=1, end_col_offset_idx=2,
+            start_row_offset_idx=2,
+            end_row_offset_idx=3,
+            start_col_offset_idx=1,
+            end_col_offset_idx=2,
             bbox=BoundingBox(l=10, t=20, r=20, b=30, coord_origin=CoordOrigin.TOPLEFT),
         ),
         TableCell(
             text="r2c2",
-            start_row_offset_idx=2, end_row_offset_idx=3,
-            start_col_offset_idx=2, end_col_offset_idx=3,
+            start_row_offset_idx=2,
+            end_row_offset_idx=3,
+            start_col_offset_idx=2,
+            end_col_offset_idx=3,
             bbox=BoundingBox(l=20, t=20, r=30, b=30, coord_origin=CoordOrigin.TOPLEFT),
         ),
     ]
diff --git a/test/test_doctags_load.py b/test/test_doctags_load.py
index c1c4fe5f8..db533a89a 100644
--- a/test/test_doctags_load.py
+++ b/test/test_doctags_load.py
@@ -15,7 +15,7 @@ def verify(exp_file: Path, actual: dict):
             json.dump(actual, f, indent=2)
             f.write("\n")
     else:
-        with open(exp_file, "r", encoding="utf-8") as f:
+        with open(exp_file, encoding="utf-8") as f:
             expected = json.load(f)
 
         # we removed image URIs in both dicts for lossy comparison
diff --git a/test/test_hierarchical_chunker.py b/test/test_hierarchical_chunker.py
index 8f5d18b6b..f005489dd 100644
--- a/test/test_hierarchical_chunker.py
+++ b/test/test_hierarchical_chunker.py
@@ -48,10 +48,8 @@ def get_serializer(self, doc: DoclingDocument):
     assert_or_generate_json_ground_truth(act_data, "test/data/chunker/0b_out_chunks.json")
 
 
-
 def test_traverse_pictures():
     """Test that traverse_pictures parameter works correctly with HierarchicalChunker."""
-
     # Load a document that has TextItem children of PictureItem
     INPUT_FILE = "test/data/doc/concatenated.json"
     dl_doc = DoclingDocument.load_from_json(Path(INPUT_FILE))
@@ -65,9 +63,7 @@ def test_traverse_pictures():
                 has_non_caption_text_in_picture = True
                 break
 
-    assert has_non_caption_text_in_picture, (
-        "Test document should have non-caption TextItem children of PictureItem"
-    )
+    assert has_non_caption_text_in_picture, "Test document should have non-caption TextItem children of PictureItem"
 
     # Test 1: Default behavior (traverse_pictures=False)
     # Only caption TextItems should be included
@@ -115,9 +111,7 @@ def get_serializer(self, doc):
         f"children of PictureItems should NOT be included. Found {non_caption_count_default}"
     )
 
-    assert caption_count_default > 0, (
-        "Caption TextItems should be included even with traverse_pictures=False"
-    )
+    assert caption_count_default > 0, "Caption TextItems should be included even with traverse_pictures=False"
 
     assert non_caption_count_traverse > 0, (
         f"With traverse_pictures=True, non-caption TextItems that are children of "
@@ -139,7 +133,6 @@ def get_serializer(self, doc):
 
 def test_triplet_table_serializer_single_column():
     """Test TripletTableSerializer with a single-column table."""
-
     # Create a document with a single-column table
     doc = DoclingDocument(name="test_single_column")
     table_data = TableData(num_cols=1)
@@ -239,18 +232,14 @@ def test_triplet_table_serializer_handles_empty_table_output():
     empty_rich_doc = build_single_cell_rich_table_doc("")
     empty_rich_serializer = ChunkingSerializerProvider().get_serializer(empty_rich_doc)
     empty_visited: set[str] = set()
-    empty_rich_result = empty_rich_serializer.serialize(
-        item=empty_rich_doc.tables[0], visited=empty_visited
-    )
+    empty_rich_result = empty_rich_serializer.serialize(item=empty_rich_doc.tables[0], visited=empty_visited)
     assert empty_rich_result.text == ""
     assert empty_visited == {empty_rich_doc.tables[0].self_ref}
 
     rich_chunks = list(HierarchicalChunker().chunk(dl_doc=rich_doc))
     assert len(rich_chunks) == 1
     assert rich_chunks[0].text == "Important body text inside layout table"
-    assert [item.self_ref for item in rich_chunks[0].meta.doc_items] == [
-        rich_doc.tables[0].self_ref
-    ]
+    assert [item.self_ref for item in rich_chunks[0].meta.doc_items] == [rich_doc.tables[0].self_ref]
 
 
 def test_chunk_rich_table_custom_serializer(rich_table_doc: DoclingDocument):
@@ -269,8 +258,6 @@ def get_serializer(self, doc: DoclingDocument):
     )
 
     chunks = chunker.chunk(dl_doc=doc)
-    act_data = dict(
-        root=[DocChunk.model_validate(n).export_json_dict() for n in chunks]
-    )
+    act_data = dict(root=[DocChunk.model_validate(n).export_json_dict() for n in chunks])
 
     assert_or_generate_json_ground_truth(act_data, "test/data/chunker/0c_out_chunks.json")
diff --git a/test/test_hierarchy.py b/test/test_hierarchy.py
index 5ebb6ade1..061d209a1 100644
--- a/test/test_hierarchy.py
+++ b/test/test_hierarchy.py
@@ -1,7 +1,8 @@
 from pathlib import Path
+
 from docling_core.types.doc.document import DoclingDocument
-from test.test_serialization_doclang import _verify_doc
 from test.test_serialization import verify
+from test.test_serialization_doclang import _verify_doc
 
 
 def test_flatten(mixed_hierarchy_doc: DoclingDocument):
@@ -14,9 +15,10 @@ def test_flatten(mixed_hierarchy_doc: DoclingDocument):
     _verify_doc(doc=doc, exp_json=exp_json)
 
     exp_dclg = Path("./test/data/doc/flattened.dclg.xml")
-    actual=doc.export_to_doclang()
+    actual = doc.export_to_doclang()
     verify(actual=actual, exp_file=exp_dclg)
 
+
 def test_hierarchize(mixed_hierarchy_doc):
     doc: DoclingDocument = mixed_hierarchy_doc
     doc._hierarchize()
@@ -27,5 +29,5 @@ def test_hierarchize(mixed_hierarchy_doc):
     _verify_doc(doc=doc, exp_json=exp_json)
 
     exp_dclg = Path("./test/data/doc/hierarchized.dclg.xml")
-    actual=doc.export_to_doclang()
+    actual = doc.export_to_doclang()
     verify(actual=actual, exp_file=exp_dclg)
diff --git a/test/test_hybrid_chunker.py b/test/test_hybrid_chunker.py
index 460c51cd0..5bf68261b 100644
--- a/test/test_hybrid_chunker.py
+++ b/test/test_hybrid_chunker.py
@@ -369,7 +369,6 @@ def test_chunk_explicit():
 
 
 def test_shadowed_headings_wout_content():
-
     @dataclass
     class Setup:
         exp: str  # expected output file path
@@ -412,14 +411,13 @@ class Setup:
         chunker = setup.chunker
         chunk_iter = chunker.chunk(dl_doc=doc)
         chunks = list(chunk_iter)
-        act_data = dict(
-            root=[DocChunk.model_validate(n).export_json_dict() for n in chunks]
-        )
+        act_data = dict(root=[DocChunk.model_validate(n).export_json_dict() for n in chunks])
         assert_or_generate_json_ground_truth(
             act_data,
             setup.exp,
         )
 
+
 def test_chunk_with_repeat_table_header():
     """Test that table headers are repeated when a table is split across chunks."""
     INPUT_FILE = "test/data/chunker/0_inp_dl_doc.json"
@@ -437,7 +435,7 @@ def get_serializer(self, doc: DoclingDocument):
             return ChunkingDocSerializer(
                 doc=doc,
                 table_serializer=MarkdownTableSerializer(),
-                params = MarkdownParams(compact_tables=True),  # Use compact table format to reduce token count
+                params=MarkdownParams(compact_tables=True),  # Use compact table format to reduce token count
             )
 
     chunker = HybridChunker(
@@ -458,7 +456,7 @@ def get_serializer(self, doc: DoclingDocument):
         # Serialize the table
         ser_result = serializer.serialize(
             item=table_item,
-            )
+        )
         table_contents[table_item.self_ref] = ser_result.text
 
     chunks = list(chunker.chunk(dl_doc=dl_doc))
@@ -470,9 +468,7 @@ def get_serializer(self, doc: DoclingDocument):
     for table_ref, table_text in table_contents.items():
         # Get header and body lines from the serialized table
         if table_text:
-            header_lines, body_lines = serializer.table_serializer.get_header_and_body_lines(
-                table_text=table_text
-            )
+            header_lines, body_lines = serializer.table_serializer.get_header_and_body_lines(table_text=table_text)
 
             # Find all chunks that contain content from this table
             chunks_with_table = [chunk for chunk in chunks if table_ref in [i.self_ref for i in chunk.meta.doc_items]]
@@ -485,10 +481,7 @@ def get_serializer(self, doc: DoclingDocument):
                 # Each chunk with table content should have the header
                 for chunk in chunks_with_table:
                     # Check if header lines are present
-                    has_header = all(
-                        header_line.strip() in chunk.text
-                        for header_line in header_lines
-                    )
+                    has_header = all(header_line.strip() in chunk.text for header_line in header_lines)
                     assert has_header, (
                         f"Table {table_ref} split across chunks should have header repeated in each chunk. "
                         f"Missing header in chunk: {chunk.text[:200]}..."
@@ -507,7 +500,7 @@ def get_serializer(self, doc: DoclingDocument):
             "meta": {
                 "doc_items": [item.self_ref for item in chunk.meta.doc_items] if chunk.meta.doc_items else [],
                 "headings": chunk.meta.headings,
-            }
+            },
         }
         for chunk in chunks
     ]
@@ -519,13 +512,13 @@ def test_chunk_html_table_serializer():
     """Test chunking with HTML table serializer."""
     INPUT_FILE = "test/data/chunker/0_inp_dl_doc.json"
     EXPECTED_OUT_FILE = "test/data/chunker/0e_out_chunks.json"
-    MAX_TOKENS= 250
+    MAX_TOKENS = 250
 
     with open(INPUT_FILE, encoding="utf-8") as f:
         data_json = f.read()
     dl_doc = DLDocument.model_validate_json(data_json)
 
-# Verify the document has tables
+    # Verify the document has tables
     assert len(dl_doc.tables) > 0, "Input file should contain at least one table"
 
     class HTMLSerializerProvider(ChunkingSerializerProvider):
@@ -538,23 +531,22 @@ def get_serializer(self, doc: DoclingDocument):
     chunker = HybridChunker(
         tokenizer=HuggingFaceTokenizer(
             tokenizer=INNER_TOKENIZER,
-            max_tokens=MAX_TOKENS*2,
+            max_tokens=MAX_TOKENS * 2,
         ),
         merge_peers=True,
         repeat_table_header=True,
         serializer_provider=HTMLSerializerProvider(),
     )
 
-
     serializer = chunker.serializer_provider.get_serializer(dl_doc)
 
-# Serialize each table item individually to get expected content
+    # Serialize each table item individually to get expected content
     table_contents = {}
     for table_item in dl_doc.tables:
         # Serialize the table
         ser_result = serializer.serialize(
             item=table_item,
-            )
+        )
         table_contents[table_item.self_ref] = ser_result.text
 
     chunks = list(chunker.chunk(dl_doc=dl_doc))
@@ -566,9 +558,7 @@ def get_serializer(self, doc: DoclingDocument):
     for table_ref, table_text in table_contents.items():
         # Get header and body lines from the serialized table
         if table_text:
-            header_lines, body_lines = serializer.table_serializer.get_header_and_body_lines(
-                table_text=table_text
-            )
+            header_lines, body_lines = serializer.table_serializer.get_header_and_body_lines(table_text=table_text)
 
             # Find all chunks that contain content from this table
             chunks_with_table = [chunk for chunk in chunks if table_ref in [i.self_ref for i in chunk.meta.doc_items]]
@@ -581,10 +571,7 @@ def get_serializer(self, doc: DoclingDocument):
                 # Each chunk with table content should have the header
                 for chunk in chunks_with_table:
                     # Check if header lines are present
-                    has_header = all(
-                        header_line.strip() in chunk.text
-                        for header_line in header_lines
-                    )
+                    has_header = all(header_line.strip() in chunk.text for header_line in header_lines)
                     assert has_header, (
                         f"Table {table_ref} split across chunks should have header repeated in each chunk. "
                         f"Missing header in chunk: {chunk.text[:200]}..."
@@ -604,7 +591,6 @@ def get_serializer(self, doc: DoclingDocument):
     )
 
 
-
 def test_html_parser_error_handling():
     """Test that HTML parsing errors are caught and handled gracefully."""
     INPUT_FILE = "test/data/chunker/0_inp_dl_doc.json"
diff --git a/test/test_json_schema_to_search_mapper.py b/test/test_json_schema_to_search_mapper.py
index 6061ebefc..ebaf60561 100644
--- a/test/test_json_schema_to_search_mapper.py
+++ b/test/test_json_schema_to_search_mapper.py
@@ -12,7 +12,7 @@
 
 def _load(filename):
     doc = {}
-    with open(filename, "r", encoding="utf-8") as fid:
+    with open(filename, encoding="utf-8") as fid:
         doc = json.load(fid)
     return doc
 
diff --git a/test/test_latex_serialization.py b/test/test_latex_serialization.py
index 5e1989662..7b3c806c5 100644
--- a/test/test_latex_serialization.py
+++ b/test/test_latex_serialization.py
@@ -23,7 +23,7 @@ def verify_or_update(exp_file: Path, actual: str):
         with open(exp_file, "w", encoding="utf-8") as f:
             f.write(f"{actual}\n")
     else:
-        with open(exp_file, "r", encoding="utf-8") as f:
+        with open(exp_file, encoding="utf-8") as f:
             expected = f.read().rstrip()
         assert expected == actual
 
@@ -63,7 +63,7 @@ def test_dummy_doc():
     src = Path("test/data/doc/dummy_doc.yaml")
 
     # Read YAML file of manual reference doc
-    with open(src, "r", encoding="utf-8") as fp:
+    with open(src, encoding="utf-8") as fp:
         dict_from_yaml = yaml.safe_load(fp)
 
     doc = DoclingDocument.model_validate(dict_from_yaml)
diff --git a/test/test_line_chunker.py b/test/test_line_chunker.py
index 93e45ea35..fedb0b204 100644
--- a/test/test_line_chunker.py
+++ b/test/test_line_chunker.py
@@ -71,7 +71,6 @@ def test_chunk_text_long_prefix_warning(default_tokenizer):
 
 def test_chunk_text_single_long_line(default_tokenizer):
     """Test chunking when a single line exceeds max_tokens."""
-
     chunker = LineBasedTokenChunker(
         tokenizer=default_tokenizer,
     )
@@ -190,14 +189,15 @@ def test_chunk_text_with_prefix_and_long_lines(default_tokenizer):
         assert token_count <= MAX_TOKENS
 
 
-
 def test_chunk_document(default_tokenizer):
     """Test the chunk() method with a DoclingDocument."""
     # Create a simple DoclingDocument
     doc = DLDocument(name="test_doc")
-    paragraphs = ["This is the first paragraph with some content.",
-    "This is the second paragraph with more content",
-    "This is the third paragraph with even more content."]
+    paragraphs = [
+        "This is the first paragraph with some content.",
+        "This is the second paragraph with more content",
+        "This is the third paragraph with even more content.",
+    ]
 
     # Add some text items to the document
     for t in paragraphs:
@@ -225,7 +225,7 @@ def test_chunk_document(default_tokenizer):
         token_count = chunker.tokenizer.count_tokens(chunk.text)
         assert token_count <= MAX_TOKENS
 
-     # Verify each paragraph resides fully in a chunk
+    # Verify each paragraph resides fully in a chunk
     for t in paragraphs:
         assert any(t in c.text for c in chunks)
 
@@ -257,10 +257,7 @@ def test_chunk_document_with_long_content(default_tokenizer):
     long_text = "This is a sentence with multiple words. " * 50
     doc.add_text(label=DocItemLabel.PARAGRAPH, text=long_text)
 
-    chunker = LineBasedTokenChunker(
-        tokenizer=default_tokenizer,
-        prefix=prefix
-    )
+    chunker = LineBasedTokenChunker(tokenizer=default_tokenizer, prefix=prefix)
 
     # Chunk the document
     chunks = list(chunker.chunk(doc))
@@ -276,8 +273,7 @@ def test_chunk_document_with_long_content(default_tokenizer):
 
 
 def test_infinite_loop_regression_long_unbreakable_token(default_tokenizer):
-    """
-    Regression test for infinite loop bug when processing text with a long
+    """Regression test for infinite loop bug when processing text with a long
     unbreakable token sequence preceded by a space.
 
     This test reproduces the issue where LineBasedTokenChunker.chunk_text()
@@ -307,8 +303,7 @@ def test_infinite_loop_regression_long_unbreakable_token(default_tokenizer):
 
 
 def test_split_by_token_limit_leading_space_regression(default_tokenizer):
-    """
-    Test that split_by_token_limit handles text with leading space correctly.
+    """Test that split_by_token_limit handles text with leading space correctly.
 
     Previously, when text started with a space followed by unbreakable content,
     the word boundary snap-back could produce an empty head, causing infinite loops.
@@ -338,8 +333,7 @@ def test_split_by_token_limit_leading_space_regression(default_tokenizer):
 
 
 def test_character_level_fallback_on_zero_available(default_tokenizer):
-    """
-    Test that chunk_text uses character-level fallback when available space is 0.
+    """Test that chunk_text uses character-level fallback when available space is 0.
 
     This test demonstrates a real scenario where the fallback is needed:
     1. Current chunk is exactly at max_tokens (available = 0)
@@ -362,8 +356,7 @@ def test_character_level_fallback_on_zero_available(default_tokenizer):
     # Verify second line is indeed > max_tokens
     second_line_tokens = chunker.tokenizer.count_tokens(second_line)
     assert second_line_tokens > MAX_TOKENS, (
-        f"Second line must exceed max_tokens for test to work: "
-        f"{second_line_tokens} <= {MAX_TOKENS}"
+        f"Second line must exceed max_tokens for test to work: {second_line_tokens} <= {MAX_TOKENS}"
     )
 
     lines = [first_line, second_line]
@@ -397,7 +390,7 @@ def test_omit_prefix_on_overflow_false(default_tokenizer):
 
     # Create a line that fits without prefix but not with prefix
     # prefix_len is around 2 tokens, create a line that's just 1 token short
-    line = "word " * (MAX_TOKENS - 1) 
+    line = "word " * (MAX_TOKENS - 1)
     line_tokens = chunker.tokenizer.count_tokens(line)
 
     # Verify test setup: line should fit alone but not with prefix
@@ -571,7 +564,9 @@ def test_omit_prefix_on_overflow_with_line_splitting(default_tokenizer):
     # At least the overflow chunks (after the first) should not have prefix
     if len(chunks) > 1:
         for i in range(1, len(chunks)):
-            assert not chunks[i].startswith(prefix), f"Overflow chunk {i} should NOT have prefix with omit_prefix_on_overflow=True"
+            assert not chunks[i].startswith(prefix), (
+                f"Overflow chunk {i} should NOT have prefix with omit_prefix_on_overflow=True"
+            )
 
 
 def test_omit_prefix_on_overflow_false_with_line_splitting(default_tokenizer):
@@ -604,6 +599,7 @@ def test_omit_prefix_on_overflow_false_with_line_splitting(default_tokenizer):
         # All chunks should have the prefix when omit_prefix_on_overflow=False
         assert chunk.startswith(prefix), f"Chunk {i} should have prefix with omit_prefix_on_overflow=False"
 
+
 def test_omit_prefix_on_overflow_warning(default_tokenizer):
     """Test that a warning is issued once when prefix is actually omitted."""
     prefix = "PREFIX: "
@@ -648,6 +644,7 @@ def test_omit_prefix_on_overflow_no_warning_when_not_omitted(default_tokenizer):
 
     # Should NOT warn since prefix is never omitted
     import warnings as warnings_module
+
     with warnings_module.catch_warnings(record=True) as warning_list:
         warnings_module.simplefilter("always")
         lines = [small_line, small_line, small_line]
@@ -698,9 +695,7 @@ def test_omit_prefix_on_overflow_warning_on_split_line(default_tokenizer):
 
 
 def test_omit_prefix_on_overflow_all_lines_overflow(default_tokenizer):
-    """
-    Test edge case where omit_prefix_on_overflow=True and ALL lines overflow with prefix.
-    """
+    """Test edge case where omit_prefix_on_overflow=True and ALL lines overflow with prefix."""
     prefix = "HEADER: Column1 | Column2 | Column3\n"
 
     chunker = LineBasedTokenChunker(
@@ -747,4 +742,3 @@ def test_omit_prefix_on_overflow_all_lines_overflow(default_tokenizer):
     for line in lines:
         line_found = any(line.strip() in chunk for chunk in chunks)
         assert line_found, f"Line content should be preserved: {line.strip()}"
-
diff --git a/test/test_metadata.py b/test/test_metadata.py
index 965a4dadb..45abf8a3f 100644
--- a/test/test_metadata.py
+++ b/test/test_metadata.py
@@ -168,7 +168,7 @@ def test_md_ser_marked(doc_with_group_with_metadata: DoclingDocument):
         with open(exp_file, "w", encoding="utf-8") as f:
             f.write(actual)
     else:
-        with open(exp_file, "r", encoding="utf-8") as f:
+        with open(exp_file, encoding="utf-8") as f:
             expected = f.read()
         assert actual == expected
 
diff --git a/test/test_nlp_qa.py b/test/test_nlp_qa.py
index 118cc752e..818ac0816 100644
--- a/test/test_nlp_qa.py
+++ b/test/test_nlp_qa.py
@@ -1,4 +1,4 @@
-"""Test the pydantic models in module data_types.nlp.qa.py"""
+"""Test the pydantic models in module data_types.nlp.qa.py."""
 
 import glob
 import unittest
diff --git a/test/test_plain_text_serialization.py b/test/test_plain_text_serialization.py
index 24ab3601d..d95b6bc0c 100644
--- a/test/test_plain_text_serialization.py
+++ b/test/test_plain_text_serialization.py
@@ -38,6 +38,7 @@ def test_plain_text_no_inline_markers(sample_doc):
     assert "~~" not in result
     # single '*' could appear in list markers, so check for italic wrapping pattern
     import re
+
     assert not re.search(r"\*[^*\n]+\*", result), "Unexpected italic markers found"
 
 
diff --git a/test/test_profiler.py b/test/test_profiler.py
index 14e88bcc8..125df2d02 100644
--- a/test/test_profiler.py
+++ b/test/test_profiler.py
@@ -376,11 +376,7 @@ def test_profile_sample_document(sample_doc):
     # Verify computed fields
     assert stats.total_items > 0
     assert stats.total_items == (
-        stats.num_texts
-        + stats.num_tables
-        + stats.num_pictures
-        + stats.num_key_value_items
-        + stats.num_form_items
+        stats.num_texts + stats.num_tables + stats.num_pictures + stats.num_key_value_items + stats.num_form_items
     )
 
     # sample_doc has no pages, so avg_items_per_page should be 0
diff --git a/test/test_serialization.py b/test/test_serialization.py
index 8c3fae1cc..b6bd4b1db 100644
--- a/test/test_serialization.py
+++ b/test/test_serialization.py
@@ -470,7 +470,6 @@ def _run() -> None:
 
 def test_md_compact_table():
     """Test compact table format removes padding and uses minimal separators."""
-
     # Test the _compact_table method directly
     padded_table = """| item   | qty   | description           |
 | ------ | ----: | :-------------------: |
@@ -562,7 +561,6 @@ def test_md_numeric_precision_preserved():
 
 def test_md_traverse_pictures():
     """Test traverse_pictures parameter to include text inside PictureItems."""
-
     doc = DoclingDocument(name="Test Document")
     doc.add_text(label=DocItemLabel.PARAGRAPH, text="Text before picture")
     picture = doc.add_picture()
@@ -621,7 +619,6 @@ def test_md_traverse_pictures():
 
 def test_html_table_serializer_get_header_and_body_lines():
     """Test HTMLTableSerializer.get_header_and_body_lines() method."""
-
     serializer = HTMLTableSerializer()
 
     # Test 1: Valid HTML with headers and data
@@ -962,18 +959,10 @@ def test_html_rich_cell_textitem_ref_subtree_inside_and_not_outside():
     inside_table = body[:table_end]
     after_table = body[table_end:]
 
-    assert "CELL-TEXT" in inside_table, (
-        f"RichTableCell ref content missing from the table:\n{body}"
-    )
-    assert "DEEP-LEAK" in inside_table, (
-        f"RichTableCell ref descendant missing from the table:\n{body}"
-    )
-    assert "CELL-TEXT" not in after_table, (
-        f"RichTableCell ref content leaked outside the table:\n{body}"
-    )
-    assert "DEEP-LEAK" not in after_table, (
-        f"RichTableCell ref descendant leaked outside the table:\n{body}"
-    )
+    assert "CELL-TEXT" in inside_table, f"RichTableCell ref content missing from the table:\n{body}"
+    assert "DEEP-LEAK" in inside_table, f"RichTableCell ref descendant missing from the table:\n{body}"
+    assert "CELL-TEXT" not in after_table, f"RichTableCell ref content leaked outside the table:\n{body}"
+    assert "DEEP-LEAK" not in after_table, f"RichTableCell ref descendant leaked outside the table:\n{body}"
 
 
 def test_html_textitem_with_children_at_document_level():
@@ -990,15 +979,9 @@ def test_html_textitem_with_children_at_document_level():
     out = HTMLDocSerializer(doc=doc).serialize().text
     body = out[out.find("<body>") : out.find("</body>") + len("</body>")]
 
-    assert body.count("PARENT-TEXT") == 1, (
-        f"PARENT-TEXT should appear exactly once:\n{body}"
-    )
-    assert body.count("CHILD-TEXT") == 1, (
-        f"CHILD-TEXT should appear exactly once:\n{body}"
-    )
-    assert body.find("PARENT-TEXT") < body.find("CHILD-TEXT"), (
-        f"PARENT-TEXT should appear before CHILD-TEXT:\n{body}"
-    )
+    assert body.count("PARENT-TEXT") == 1, f"PARENT-TEXT should appear exactly once:\n{body}"
+    assert body.count("CHILD-TEXT") == 1, f"CHILD-TEXT should appear exactly once:\n{body}"
+    assert body.find("PARENT-TEXT") < body.find("CHILD-TEXT"), f"PARENT-TEXT should appear before CHILD-TEXT:\n{body}"
 
 
 def test_html_inline_and_formatting():
@@ -1057,7 +1040,6 @@ def test_webvtt_params():
 
 def test_html_meta_emits_xhtml_compatible_attributes():
     """Test that metadata attributes are name=value pairs."""
-
     doc = DoclingDocument(name="x")
 
     plain = TableCell(
@@ -1087,7 +1069,9 @@ def test_html_meta_emits_xhtml_compatible_attributes():
         )
     ]
 
-    text = doc.add_text(label=DocItemLabel.TEXT, text="Output of HTML serializer must be parseable by a strict XML parser")
+    text = doc.add_text(
+        label=DocItemLabel.TEXT, text="Output of HTML serializer must be parseable by a strict XML parser"
+    )
     text.meta = BaseMeta(
         summary=SummaryMetaField(text="XHTML-compliant"),
         language=LanguageMetaField(code="en"),
@@ -1102,7 +1086,7 @@ def test_html_meta_emits_xhtml_compatible_attributes():
                     text="XML parser",
                     label="software",
                     charspan=CharSpan((56, 66)),
-                )
+                ),
             ]
         ),
     )
diff --git a/test/test_serialization_doclang.py b/test/test_serialization_doclang.py
index 43c49783e..8cfbc0a54 100644
--- a/test/test_serialization_doclang.py
+++ b/test/test_serialization_doclang.py
@@ -8,9 +8,9 @@
 
 from docling_core.transforms.serializer.doclang import (
     ContentType,
-    EscapeMode,
     DocLangDocSerializer,
     DocLangParams,
+    EscapeMode,
     LabelMode,
     LayerMode,
     WrapMode,
@@ -52,6 +52,7 @@
 from test.test_data_gen_flag import GEN_TEST_DATA
 from test.test_serialization import verify
 
+
 def verify_doclang(exp_file: Path, actual: str) -> None:
     """Golden compare plus reference DocLang validation."""
     verify(exp_file=exp_file, actual=actual)
@@ -78,6 +79,7 @@ def add_texts_section(doc: DoclingDocument):
         parent=inline1,
     )
 
+
 def add_list_section(doc: DoclingDocument):
     doc.add_page(page_no=1, size=Size(width=100, height=100), image=None)
     prov = ProvenanceItem(
@@ -154,6 +156,7 @@ def add_list_section(doc: DoclingDocument):
 
     doc.add_list_item(text="final element", parent=lg)
 
+
 # ===============================
 # Doclang tests
 # ===============================
@@ -174,7 +177,7 @@ def test_list_items_not_double_wrapped_when_no_content():
     doc.add_list_item("Item B", parent=lst)
 
     txt = serialize_doclang(doc, params=DocLangParams(content_types=set()))
-    exp_txt = f"""
+    exp_txt = """
 <doclang>
   <list>
     <ldiv/>
@@ -244,7 +247,7 @@ def test_doclang_crop_embedded():
     actual = serializer.serialize().text
 
     # verifying everything except base64 data as the latter seems to be flaky across runs/platforms
-    exp_prefix = f"""
+    exp_prefix = """
 <doclang>
   <picture>
     <label value="other"/>
@@ -277,6 +280,7 @@ def test_doclang_crop_placeholder():
     exp_file = src.parent / f"{src.stem}_cropped_placeholder.dclg.xml"
     verify_doclang(exp_file=exp_file, actual=actual)
 
+
 def _create_escape_test_doc(inp_doc: DoclingDocument):
     doc = inp_doc.model_copy(deep=True)
     doc.add_text(label=DocItemLabel.TEXT, text="Simple text")
@@ -351,9 +355,7 @@ def test_strikethrough_formatting():
     formatting = Formatting(strikethrough=True)
     doc.add_text(label=DocItemLabel.TEXT, text="Strike text", formatting=formatting)
 
-    result = serialize_doclang(
-        doc, params=DocLangParams(add_location=False)
-    )
+    result = serialize_doclang(doc, params=DocLangParams(add_location=False))
     assert "<strikethrough>Strike text</strikethrough>" in result
 
 
@@ -363,9 +365,7 @@ def test_subscript_formatting():
     formatting = Formatting(script=Script.SUB)
     doc.add_text(label=DocItemLabel.TEXT, text="H2O", formatting=formatting)
 
-    result = serialize_doclang(
-        doc, params=DocLangParams(add_location=False)
-    )
+    result = serialize_doclang(doc, params=DocLangParams(add_location=False))
     assert "<subscript>H2O</subscript>" in result
 
 
@@ -375,9 +375,7 @@ def test_superscript_formatting():
     formatting = Formatting(script=Script.SUPER)
     doc.add_text(label=DocItemLabel.TEXT, text="x^2", formatting=formatting)
 
-    result = serialize_doclang(
-        doc, params=DocLangParams(add_location=False)
-    )
+    result = serialize_doclang(doc, params=DocLangParams(add_location=False))
     assert "<superscript>x^2</superscript>" in result
 
 
@@ -387,17 +385,13 @@ def test_combined_formatting():
     formatting = Formatting(bold=True, italic=True)
     doc.add_text(label=DocItemLabel.TEXT, text="Bold and italic", formatting=formatting)
 
-    result = serialize_doclang(
-        doc, params=DocLangParams(add_location=False)
-    )
+    result = serialize_doclang(doc, params=DocLangParams(add_location=False))
     # When both bold and italic are applied, they should be nested
     assert "<bold>" in result
     assert "<italic>" in result
     assert "Bold and italic" in result
 
 
-
-
 def _create_content_filtering_doc(inp_doc: DoclingDocument):
     doc = inp_doc.model_copy(deep=True)
     doc.add_page(page_no=1, size=Size(width=100, height=100), image=None)
@@ -406,18 +400,14 @@ def _create_content_filtering_doc(inp_doc: DoclingDocument):
         bbox=BoundingBox.from_tuple((1, 2, 3, 4), origin=CoordOrigin.BOTTOMLEFT),
         charspan=(0, 2),
     )
-    pic = doc.add_picture(
-        caption=doc.add_text(label=DocItemLabel.CAPTION, text="Picture Caption")
-    )
+    pic = doc.add_picture(caption=doc.add_text(label=DocItemLabel.CAPTION, text="Picture Caption"))
     pic.prov = [prov]
     pic.meta = PictureMeta(
         summary=SummaryMetaField(text="Picture Summary"),
         description=DescriptionMetaField(text="Picture Description"),
     )
 
-    chart = doc.add_picture(
-        caption=doc.add_text(label=DocItemLabel.CAPTION, text="Picture Caption")
-    )
+    chart = doc.add_picture(caption=doc.add_text(label=DocItemLabel.CAPTION, text="Picture Caption"))
     chart.prov = [prov]
     chart.meta = PictureMeta(
         summary=SummaryMetaField(text="Picture Summary"),
@@ -631,6 +621,7 @@ def _create_wrapping_test_doc():
 
     return doc
 
+
 def test_content_wrapping_mode_when_needed():
     doc = _create_wrapping_test_doc()
     ser = DocLangDocSerializer(
@@ -644,6 +635,7 @@ def test_content_wrapping_mode_when_needed():
     exp_file = Path("./test/data/doc/wrapping_when_needed.gt.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_content_wrapping_mode_always():
     doc = _create_wrapping_test_doc()
     ser = DocLangDocSerializer(
@@ -657,6 +649,7 @@ def test_content_wrapping_mode_always():
     exp_file = Path("./test/data/doc/wrapping_always.gt.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_default_mode():
     doc = DoclingDocument(name="test")
     add_texts_section(doc)
@@ -668,6 +661,7 @@ def test_default_mode():
     exp_file = Path("./test/data/doc/default_mode.gt.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_vlm_mode():
     doc = DoclingDocument(name="test")
     add_texts_section(doc)
@@ -679,8 +673,11 @@ def test_vlm_mode():
             dpi=300,
             size=Size(width=100, height=100),
         ),
-        caption=doc.add_text(label=DocItemLabel.CAPTION, text="""Picture
-Caption"""),
+        caption=doc.add_text(
+            label=DocItemLabel.CAPTION,
+            text="""Picture
+Caption""",
+        ),
     )
     doc.add_code(text="0 == 0")
     ser = DocLangDocSerializer(
@@ -702,6 +699,7 @@ def test_vlm_mode():
     exp_file = Path("./test/data/doc/vlm_mode.gt.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_rich_cells(rich_table_doc):
     ser = DocLangDocSerializer(
         doc=rich_table_doc,
@@ -725,6 +723,7 @@ def _create_simple_prov_doc():
     doc.add_text(label=DocItemLabel.TEXT, text="World", prov=prov)
     return doc
 
+
 def test_checkboxes():
     doc = DoclingDocument(name="")
     doc.add_text(label=DocItemLabel.CHECKBOX_UNSELECTED, text="TODO")
@@ -735,6 +734,7 @@ def test_checkboxes():
     exp_file = Path("./test/data/doc/checkboxes.out.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_def_prov_512():
     doc = _create_simple_prov_doc()
     ser = DocLangDocSerializer(
@@ -764,6 +764,7 @@ def test_def_prov_256():
     exp_file = Path("./test/data/doc/simple_prov_res_256.out.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_chart():
     doc = DoclingDocument.load_from_json("./test/data/doc/barchart.json")
     ser = DocLangDocSerializer(
@@ -782,6 +783,7 @@ def _verify_doc(doc: DoclingDocument, exp_json: Path):
         exp_doc = DoclingDocument.load_from_json(filename=exp_json)
         assert doc == exp_doc
 
+
 def test_kv():
     doc = DoclingDocument(name="")
     kvm = doc.add_field_region()
@@ -859,7 +861,6 @@ def test_kv():
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
 
-
 def _create_kv_invoice_doc() -> DoclingDocument:
     """Helper to create a key-value invoice document with various field types."""
     doc = DoclingDocument(name="")
@@ -952,13 +953,11 @@ def test_kv_invoice():
 def test_kv_advanced_inline():
     doc = DoclingDocument(name="")
     doc.add_page(page_no=1, size=Size(width=100, height=100), image=None)
-    prov = ProvenanceItem(
+    ProvenanceItem(
         page_no=1,
         bbox=BoundingBox.from_tuple((1, 2, 3, 4), origin=CoordOrigin.BOTTOMLEFT),
         charspan=(0, 2),
     )
-    prov = None
-    image_uri = "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAIAAAD91JpzAAAAC0lEQVR4nGNgQAYAAA4AAamRc7EAAAAASUVORK5CYII="
 
     # first key-value map
     kvm = doc.add_field_region()
@@ -973,7 +972,11 @@ def test_kv_advanced_inline():
 
     kve = doc.add_field_item(parent=inl_outer)
     doc.add_field_value(text="", parent=kve, kind="fillable")
-    doc.add_text(label=DocItemLabel.TEXT, text=" (name, address, and employer idenficiation number of seller) as follows (complete as applicable): ", parent=inl_outer)
+    doc.add_text(
+        label=DocItemLabel.TEXT,
+        text=" (name, address, and employer idenficiation number of seller) as follows (complete as applicable): ",
+        parent=inl_outer,
+    )
 
     kve = doc.add_field_item(parent=inl_outer)
     doc.add_field_value(text="", parent=kve, kind="fillable")
@@ -986,6 +989,7 @@ def test_kv_advanced_inline():
     exp_file = Path("./test/data/doc/kv_advanced_inline.out.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_kv_nested():
     doc = DoclingDocument(name="")
     doc.add_page(page_no=1, size=Size(width=100, height=100), image=None)
@@ -995,7 +999,6 @@ def test_kv_nested():
         charspan=(0, 2),
     )
     # prov = None
-    image_uri = "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAIAAAD91JpzAAAAC0lEQVR4nGNgQAYAAA4AAamRc7EAAAAASUVORK5CYII="
 
     # first key-value map
     kvm = doc.add_field_region(prov=prov)
@@ -1025,16 +1028,15 @@ def test_kv_nested():
     exp_file = Path("./test/data/doc/kv_nested.out.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_kv_form_with_table():
     doc = DoclingDocument(name="")
     doc.add_page(page_no=1, size=Size(width=100, height=100), image=None)
-    prov = ProvenanceItem(
+    ProvenanceItem(
         page_no=1,
         bbox=BoundingBox.from_tuple((1, 2, 3, 4), origin=CoordOrigin.BOTTOMLEFT),
         charspan=(0, 2),
     )
-    prov = None
-    image_uri = "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAIAAAACCAIAAAD91JpzAAAAC0lEQVR4nGNgQAYAAA4AAamRc7EAAAAASUVORK5CYII="
 
     # first key-value map
     kvm = doc.add_field_region()
@@ -1043,8 +1045,8 @@ def test_kv_form_with_table():
 
     table_vals = [
         ["Description of property", "Cost or other basis, plus improvements and expense of sale", "Gain or loss"],
-        [""  ,                      "gain",                                                       "150,997"],
-        ["",                        "loss",                                                       "114,676"],
+        ["", "gain", "150,997"],
+        ["", "loss", "114,676"],
     ]
     num_rows = len(table_vals)
     num_cols = len(table_vals[0])
@@ -1108,7 +1110,6 @@ def test_kv_migration_self_contained_scenario():
                     text="Duck",
                     orig="Duck",
                 ),
-
                 # TO_PARENT & TO_CHILD links:
                 GraphCell(
                     label=GraphCellLabel.KEY,
@@ -1122,7 +1123,6 @@ def test_kv_migration_self_contained_scenario():
                     text="Anatidae",
                     orig="Anatidae",
                 ),
-
                 # multiple TO_VALUE links:
                 GraphCell(
                     label=GraphCellLabel.KEY,
@@ -1211,6 +1211,7 @@ def test_kv_migration_self_contained_scenario():
     exp_file = Path("./test/data/doc/kv_migration.out.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_kv_migration_annot_scenario():
     roots = [
         "./test/data/doc/kv",
@@ -1363,22 +1364,23 @@ def test_empty_table_preserved_by_default():
     assert "<table" in result
     assert "<group" not in result
 
+
 def test_document_index_serialization():
     """Test that DOCUMENT_INDEX tables are serialized as <index>."""
     doc = DoclingDocument(name="test")
 
     # Add a regular table
     table_data = TableData(num_cols=2)
-    table_data.add_row(['Header 1', 'Header 2'])
+    table_data.add_row(["Header 1", "Header 2"])
     table_data.grid[0][0].column_header = True
     table_data.grid[0][1].column_header = True
-    table_data.add_row(['Data 1', 'Data 2'])
+    table_data.add_row(["Data 1", "Data 2"])
     doc.add_table(data=table_data, label=DocItemLabel.TABLE)
 
     # Add a DOCUMENT_INDEX table
     index_data = TableData(num_cols=2)
-    index_data.add_row(['Index 1', 'Page 1'])
-    index_data.add_row(['Index 2', 'Page 2'])
+    index_data.add_row(["Index 1", "Page 1"])
+    index_data.add_row(["Index 2", "Page 2"])
     doc.add_table(data=index_data, label=DocItemLabel.DOCUMENT_INDEX)
 
     result = serialize_doclang(doc)
@@ -1653,7 +1655,6 @@ def test_label_mode_when_needed_suppresses_empty_unknown_code():
 
 
 def test_newline_to_br():
-
     code = """
 
 
@@ -1879,6 +1880,7 @@ def test_virtual_text_false_with_location():
     exp_file = Path("./test/data/doc/virtual_texts_false_with_loc.gt.dclg.xml")
     verify_doclang(exp_file=exp_file, actual=ser_txt)
 
+
 def test_include_namespace_and_version():
     """Test that include_namespace and include_version parameters work."""
     doc = DoclingDocument(name="test")
@@ -1977,7 +1979,7 @@ def _doc_text_with_hyperlink() -> DoclingDocument:
 
 @doclang_validator
 def test_text_with_hyperlink():
-    """Text with hyperlink emits <href uri=\"...\"/> in element head."""
+    r"""Text with hyperlink emits <href uri=\"...\"/> in element head."""
     doc = _doc_text_with_hyperlink()
     ser_txt = DocLangDocSerializer(doc=doc).serialize().text
     verify_doclang(
@@ -2001,10 +2003,14 @@ def _doc_text_with_hyperlink_and_layer() -> DoclingDocument:
 def test_element_head_href_before_layer():
     """Element head follows spec order: href precedes layer."""
     doc = _doc_text_with_hyperlink_and_layer()
-    ser_txt = DocLangDocSerializer(
-        doc=doc,
-        params=DocLangParams(add_location=False, layer_mode=LayerMode.AUTO),
-    ).serialize().text
+    ser_txt = (
+        DocLangDocSerializer(
+            doc=doc,
+            params=DocLangParams(add_location=False, layer_mode=LayerMode.AUTO),
+        )
+        .serialize()
+        .text
+    )
     verify_doclang(
         exp_file=Path("./test/data/doc/text_with_hyperlink_and_layer.gt.dclg.xml"),
         actual=ser_txt,
@@ -2283,10 +2289,14 @@ def _doc_rtl_text() -> DoclingDocument:
 def test_rtl_text_formatting():
     """RTL script text is wrapped in <rtl> formatting."""
     doc = _doc_rtl_text()
-    ser_txt = DocLangDocSerializer(
-        doc=doc,
-        params=DocLangParams(add_location=False),
-    ).serialize().text
+    ser_txt = (
+        DocLangDocSerializer(
+            doc=doc,
+            params=DocLangParams(add_location=False),
+        )
+        .serialize()
+        .text
+    )
     verify_doclang(
         exp_file=Path("./test/data/doc/rtl_text.gt.dclg.xml"),
         actual=ser_txt,
@@ -2318,10 +2328,14 @@ def test_table_xcel_span():
     neighbor; it must not appear in the first row or first column of the grid.
     """
     doc = _doc_table_xcel_span()
-    ser_txt = DocLangDocSerializer(
-        doc=doc,
-        params=DocLangParams(add_location=False, add_table_cell_location=False),
-    ).serialize().text
+    ser_txt = (
+        DocLangDocSerializer(
+            doc=doc,
+            params=DocLangParams(add_location=False, add_table_cell_location=False),
+        )
+        .serialize()
+        .text
+    )
     verify_doclang(
         exp_file=Path("./test/data/doc/table_xcel.gt.dclg.xml"),
         actual=ser_txt,
@@ -2390,10 +2404,14 @@ def _doc_table_corn_header() -> DoclingDocument:
 def test_table_corn_header():
     """Top-left header intersection emits <corn> OTSL token."""
     doc = _doc_table_corn_header()
-    ser_txt = DocLangDocSerializer(
-        doc=doc,
-        params=DocLangParams(add_location=False, add_table_cell_location=False),
-    ).serialize().text
+    ser_txt = (
+        DocLangDocSerializer(
+            doc=doc,
+            params=DocLangParams(add_location=False, add_table_cell_location=False),
+        )
+        .serialize()
+        .text
+    )
     verify_doclang(
         exp_file=Path("./test/data/doc/table_corn.gt.dclg.xml"),
         actual=ser_txt,
diff --git a/test/test_serialization_outline.py b/test/test_serialization_outline.py
index e19829109..aea6a4b6f 100644
--- a/test/test_serialization_outline.py
+++ b/test/test_serialization_outline.py
@@ -55,8 +55,11 @@ def test_outline_serializer_mode_toc_custom():
     exp_path = doc_path.with_suffix(".custom.gt.md")
 
     doc = DoclingDocument.load_from_json(filename=doc_path)
-    params = OutlineParams(include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, labels={
-        DocItemLabel.TITLE, DocItemLabel.SECTION_HEADER, DocItemLabel.TABLE})
+    params = OutlineParams(
+        include_non_meta=True,
+        mode=OutlineMode.TABLE_OF_CONTENTS,
+        labels={DocItemLabel.TITLE, DocItemLabel.SECTION_HEADER, DocItemLabel.TABLE},
+    )
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -113,8 +116,7 @@ def test_outline_serializer_include_non_meta_false():
 
     assert isinstance(result.text, str)
     assert len(result.text) > 0, (
-        "Outline should show structure (references) and metadata (summaries) "
-        "even when include_non_meta=False"
+        "Outline should show structure (references) and metadata (summaries) even when include_non_meta=False"
     )
     assert "\\[ref=" in result.text, "Should include references"
 
@@ -126,9 +128,7 @@ def test_outline_serializer_empty_document():
     # Create a minimal document
     doc = DoclingDocument(name="test_doc")
 
-    params = OutlineParams(
-        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS
-    )
+    params = OutlineParams(include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS)
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -144,11 +144,7 @@ def test_outline_serializer_json_format():
     doc = DoclingDocument.load_from_json(filename=doc_path)
 
     # Test with include_non_meta=True (includes titles)
-    params = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON
-    )
+    params = OutlineParams(include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON)
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -206,11 +202,7 @@ def test_outline_serializer_json_format():
     doc_path = Path("test/data/doc/2408.09869v5_enriched_summary.json")
     exp_path_hier = doc_path.with_suffix(".outline.gt.json")
     doc = DoclingDocument.load_from_json(filename=doc_path)
-    params = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.OUTLINE,
-        format=OutlineFormat.JSON
-    )
+    params = OutlineParams(include_non_meta=True, mode=OutlineMode.OUTLINE, format=OutlineFormat.JSON)
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -228,7 +220,9 @@ def test_outline_serializer_json_format():
     has_table = any(item["item"] == "table" for item in data)
     assert has_table, f"In document {doc_path.name} at least some items should be of type 'table' in outline mode"
     has_table_summary = any(item["item"] == "table" and "summary" in item for item in data)
-    assert has_table_summary, f"In document {doc_path.name} at least a table has a summary and should appear in outline mode"
+    assert has_table_summary, (
+        f"In document {doc_path.name} at least a table has a summary and should appear in outline mode"
+    )
 
     assert_or_generate_ground_truth(result.text, exp_path_hier, is_json=True)
 
@@ -240,11 +234,7 @@ def test_outline_serializer_json_format_without_non_meta():
     doc = DoclingDocument.load_from_json(filename=doc_path)
 
     # Test with include_non_meta=False (no titles, only refs and summaries)
-    params = OutlineParams(
-        include_non_meta=False,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON
-    )
+    params = OutlineParams(include_non_meta=False, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON)
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -273,11 +263,7 @@ def test_outline_serializer_itxt_format():
     doc = DoclingDocument.load_from_json(filename=doc_path)
 
     # Test with include_non_meta=True (includes titles)
-    params = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.ITXT
-    )
+    params = OutlineParams(include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.ITXT)
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -322,11 +308,7 @@ def test_outline_serializer_itxt_format_without_non_meta():
     doc = DoclingDocument.load_from_json(filename=doc_path)
 
     # Test with include_non_meta=False (no titles, only refs and summaries)
-    params = OutlineParams(
-        include_non_meta=False,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.ITXT
-    )
+    params = OutlineParams(include_non_meta=False, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.ITXT)
     ser = OutlineDocSerializer(doc=doc, params=params)
     result = ser.serialize()
 
@@ -345,19 +327,16 @@ def test_outline_serializer_itxt_format_without_non_meta():
             # Format without title: [ref=...] summary
             # Format with title: [ref=...] [Title] summary
             bracket_count = line.count("[")
-            assert bracket_count == 1, f"Should only have ref bracket when include_non_meta=False, got {bracket_count} in: {line}"
+            assert bracket_count == 1, (
+                f"Should only have ref bracket when include_non_meta=False, got {bracket_count} in: {line}"
+            )
 
 
 def test_format_indented_text_line():
     """Test _format_indented_text_line function with various inputs."""
-
     # Test with short summary (should not be truncated)
     item_short = OutlineItemData(
-        ref="#/texts/0",
-        item="section_header",
-        title="Introduction",
-        summary="This is a short summary.",
-        level=1
+        ref="#/texts/0", item="section_header", title="Introduction", summary="This is a short summary.", level=1
     )
     result = _format_indented_text_line(item_short, indent_size=2, max_summary_length=100)
     assert result == "  [ref=#/texts/0] [Introduction] This is a short summary."
@@ -366,11 +345,7 @@ def test_format_indented_text_line():
     # Test with long summary (should be truncated)
     long_summary = "A" * 150  # 150 characters
     item_long = OutlineItemData(
-        ref="#/texts/1",
-        item="section_header",
-        title="Long Section",
-        summary=long_summary,
-        level=2
+        ref="#/texts/1", item="section_header", title="Long Section", summary=long_summary, level=2
     )
     result = _format_indented_text_line(item_long, indent_size=2, max_summary_length=50)
     assert result.startswith("    [ref=#/texts/1] [Long Section] ")
@@ -378,49 +353,31 @@ def test_format_indented_text_line():
     assert len(result.split("] ")[-1]) == 50, "Truncated summary should be exactly max_summary_length"
 
     # Test without title
-    item_no_title = OutlineItemData(
-        ref="#/texts/2",
-        item="paragraph",
-        summary="Summary without title",
-        level=0
-    )
+    item_no_title = OutlineItemData(ref="#/texts/2", item="paragraph", summary="Summary without title", level=0)
     result = _format_indented_text_line(item_no_title, indent_size=2, max_summary_length=100)
     assert result == "[ref=#/texts/2] Summary without title"
     assert "[" not in result.split("] ", 1)[1], "Should not have title brackets"
 
     # Test without summary
-    item_no_summary = OutlineItemData(
-        ref="#/texts/3",
-        item="title",
-        title="Title Only",
-        level=1
-    )
+    item_no_summary = OutlineItemData(ref="#/texts/3", item="title", title="Title Only", level=1)
     result = _format_indented_text_line(item_no_summary, indent_size=2, max_summary_length=100)
     assert result == "  [ref=#/texts/3] [Title Only]"
 
     # Test with different indent sizes
     item_indent = OutlineItemData(
-        ref="#/texts/4",
-        item="section_header",
-        title="Nested",
-        summary="Nested content",
-        level=3
+        ref="#/texts/4", item="section_header", title="Nested", summary="Nested content", level=3
     )
     result = _format_indented_text_line(item_indent, indent_size=3, max_summary_length=100)
     assert result.startswith(" " * 9)  # 3 spaces * level 3
     assert "[ref=#/texts/4] [Nested] Nested content" in result
 
+
 @pytest.mark.filterwarnings("ignore:Pydantic serializer warnings:UserWarning")
 def test_outline_serialization_from_item():
     """Test the outline serialization starting from different node item."""
-
     doc_path = Path("test/data/doc/2408.09869v5_hierarchical_enriched_summary.json")
     doc = DoclingDocument.load_from_json(filename=doc_path)
-    params = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON
-    )
+    params = OutlineParams(include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON)
 
     ser = OutlineDocSerializer(doc=doc, params=params)
     doc_out = ser.serialize()
@@ -429,10 +386,7 @@ def test_outline_serialization_from_item():
     # Test 1: Serialize from a nested item using start_item parameter
     nested_item = RefItem(cref="#/texts/25").resolve(doc)
     params_with_start = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON, start_item=nested_item
     )
     ser_nested = OutlineDocSerializer(doc=doc, params=params_with_start)
     nested_out = ser_nested.serialize()
@@ -448,8 +402,9 @@ def test_outline_serialization_from_item():
 
     # Check that the nested item is included
     nested_ref = nested_item.self_ref
-    assert any(item_data["ref"] == nested_ref for item_data in nested_data), \
+    assert any(item_data["ref"] == nested_ref for item_data in nested_data), (
         f"Nested item {nested_ref} should be in the output"
+    )
 
     # Verify that all items in nested_data are either the nested_item or its descendants
     # Expected: #/texts/25 (level 2) and its 7 children (all level 3)
@@ -465,10 +420,7 @@ def test_outline_serialization_from_item():
 
     # Test 2: Serialize with maximum level
     params_with_max_level = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON,
-        max_level=2
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON, max_level=2
     )
     ser_max_level = OutlineDocSerializer(doc=doc, params=params_with_max_level)
     max_level_out = ser_max_level.serialize()
@@ -489,7 +441,7 @@ def test_outline_serialization_from_item():
         mode=OutlineMode.TABLE_OF_CONTENTS,
         format=OutlineFormat.JSON,
         start_item=nested_item,
-        max_level=2
+        max_level=2,
     )
     ser_combined = OutlineDocSerializer(doc=doc, params=params_combined)
     combined_out = ser_combined.serialize()
@@ -503,10 +455,7 @@ def test_outline_serialization_from_item():
 
     # Test 4: Test with OUTLINE mode (includes all items, not just headings)
     params_outline_max = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.OUTLINE,
-        format=OutlineFormat.JSON,
-        max_level=2
+        include_non_meta=True, mode=OutlineMode.OUTLINE, format=OutlineFormat.JSON, max_level=2
     )
     ser_outline_max = OutlineDocSerializer(doc=doc, params=params_outline_max)
     outline_max_out = ser_outline_max.serialize()
@@ -519,10 +468,7 @@ def test_outline_serialization_from_item():
 
     # Test 5: Test with Markdown format
     params_md_max = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.MARKDOWN,
-        max_level=2
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.MARKDOWN, max_level=2
     )
     ser_md_max = OutlineDocSerializer(doc=doc, params=params_md_max)
     md_max_out = ser_md_max.serialize()
@@ -534,10 +480,7 @@ def test_outline_serialization_from_item():
     assert "#### OCR\n\\[ref=#/texts/58\\]" not in md_max_out.text
 
     params_md_start = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.MARKDOWN,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.MARKDOWN, start_item=nested_item
     )
     ser_md_start = OutlineDocSerializer(doc=doc, params=params_md_start)
     md_start_out = ser_md_start.serialize()
@@ -552,10 +495,7 @@ def test_outline_serialization_from_item():
 
     # Test 6: Test with ITXT format
     params_itxt_max = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.ITXT,
-        max_level=2
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.ITXT, max_level=2
     )
     ser_itxt_max = OutlineDocSerializer(doc=doc, params=params_itxt_max)
     itxt_max_out = ser_itxt_max.serialize()
@@ -567,10 +507,7 @@ def test_outline_serialization_from_item():
     assert "[ref=#/texts/58]" not in itxt_max_out.text
 
     params_itxt_start = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.ITXT,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.ITXT, start_item=nested_item
     )
     ser_itxt_start = OutlineDocSerializer(doc=doc, params=params_itxt_start)
     itxt_start_out = ser_itxt_start.serialize()
@@ -592,126 +529,106 @@ def test_outline_serialization_from_item():
     assert first_line.startswith("[ref=#/texts/25]"), "First line should be the start_item"
 
 
-
 @pytest.mark.filterwarnings("ignore:Pydantic serializer warnings:UserWarning")
 def test_outline_serialization_spans():
     """Test that serialization results preserve spans for get_unique_doc_items()."""
     doc_path = Path("test/data/doc/2408.09869v5_hierarchical_enriched_summary.json")
     doc = DoclingDocument.load_from_json(filename=doc_path)
-    
+
     # Get a nested item to use as start_item
     nested_item = RefItem(cref="#/texts/25").resolve(doc)
-    
+
     # Test 1: JSON format with start_item
     params_json = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON, start_item=nested_item
     )
     ser_json = OutlineDocSerializer(doc=doc, params=params_json)
     result_json = ser_json.serialize()
-    
+
     # Verify spans are present
     assert len(result_json.spans) > 0, "JSON format should have spans"
-    
+
     # Get unique doc items
     doc_items_json = result_json.get_unique_doc_items()
     assert len(doc_items_json) > 0, "Should have doc items from spans"
-    
+
     # Verify the items match what's in the JSON output
     json_data = json.loads(result_json.text)
     json_refs = {item["ref"] for item in json_data}
     span_refs = {item.self_ref for item in doc_items_json}
-    
+
     # All items in JSON should have corresponding spans
     assert json_refs == span_refs, f"JSON refs {json_refs} should match span refs {span_refs}"
-    
+
     # Test 2: Markdown format with max_level
     params_md = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.MARKDOWN,
-        max_level=2
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.MARKDOWN, max_level=2
     )
     ser_md = OutlineDocSerializer(doc=doc, params=params_md)
     result_md = ser_md.serialize()
-    
+
     # Verify spans are present
     assert len(result_md.spans) > 0, "Markdown format should have spans"
-    
+
     # Get unique doc items
     doc_items_md = result_md.get_unique_doc_items()
     assert len(doc_items_md) > 0, "Should have doc items from spans"
-    
+
     # Verify items are in the markdown text
     for item in doc_items_md:
-        assert f"\\[ref={item.self_ref}\\]" in result_md.text, \
-            f"Item {item.self_ref} should be in markdown text"
-    
+        assert f"\\[ref={item.self_ref}\\]" in result_md.text, f"Item {item.self_ref} should be in markdown text"
+
     # Test 3: ITXT format with start_item
     params_itxt = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.ITXT,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.ITXT, start_item=nested_item
     )
     ser_itxt = OutlineDocSerializer(doc=doc, params=params_itxt)
     result_itxt = ser_itxt.serialize()
-    
+
     # Verify spans are present
     assert len(result_itxt.spans) > 0, "ITXT format should have spans"
-    
+
     # Get unique doc items
     doc_items_itxt = result_itxt.get_unique_doc_items()
     assert len(doc_items_itxt) > 0, "Should have doc items from spans"
-    
+
     # Verify items are in the ITXT text
     for item in doc_items_itxt:
-        assert f"[ref={item.self_ref}]" in result_itxt.text, \
-            f"Item {item.self_ref} should be in ITXT text"
-    
+        assert f"[ref={item.self_ref}]" in result_itxt.text, f"Item {item.self_ref} should be in ITXT text"
+
     # Test 4: Verify filtering consistency across formats
     # All three formats with the same start_item should have the same doc items
     params_json_filtered = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.JSON,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.JSON, start_item=nested_item
     )
     params_md_filtered = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.MARKDOWN,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.MARKDOWN, start_item=nested_item
     )
     params_itxt_filtered = OutlineParams(
-        include_non_meta=True,
-        mode=OutlineMode.TABLE_OF_CONTENTS,
-        format=OutlineFormat.ITXT,
-        start_item=nested_item
+        include_non_meta=True, mode=OutlineMode.TABLE_OF_CONTENTS, format=OutlineFormat.ITXT, start_item=nested_item
     )
-    
+
     ser_json_f = OutlineDocSerializer(doc=doc, params=params_json_filtered)
     ser_md_f = OutlineDocSerializer(doc=doc, params=params_md_filtered)
     ser_itxt_f = OutlineDocSerializer(doc=doc, params=params_itxt_filtered)
-    
+
     result_json_f = ser_json_f.serialize()
     result_md_f = ser_md_f.serialize()
     result_itxt_f = ser_itxt_f.serialize()
-    
+
     items_json_f = result_json_f.get_unique_doc_items()
     items_md_f = result_md_f.get_unique_doc_items()
     items_itxt_f = result_itxt_f.get_unique_doc_items()
-    
+
     refs_json_f = {item.self_ref for item in items_json_f}
     refs_md_f = {item.self_ref for item in items_md_f}
     refs_itxt_f = {item.self_ref for item in items_itxt_f}
-    
+
     # All formats should have the same set of item references
-    assert refs_json_f == refs_md_f == refs_itxt_f, \
+    assert refs_json_f == refs_md_f == refs_itxt_f, (
         f"All formats should have same items: JSON={refs_json_f}, MD={refs_md_f}, ITXT={refs_itxt_f}"
-    
+    )
+
     # Verify the expected items are present (nested_item and its 7 children)
     assert len(items_json_f) == 8, f"Expected 8 items, got {len(items_json_f)}"
     assert nested_item.self_ref in refs_json_f, "Start item should be included"
diff --git a/test/test_utils.py b/test/test_utils.py
index 331483581..de182889c 100644
--- a/test/test_utils.py
+++ b/test/test_utils.py
@@ -242,9 +242,7 @@ def test_resolve_remote_filename_sanitizes_content_disposition(monkeypatch):
     def get_response(*args, **kwargs):
         return _closeable_response(
             content=b"test content",
-            headers={
-                "Content-Disposition": 'attachment; filename="../../etc/config.txt"'
-            },
+            headers={"Content-Disposition": 'attachment; filename="../../etc/config.txt"'},
         )
 
     monkeypatch.setattr("requests.Session.get", get_response)
@@ -280,9 +278,7 @@ def test_resolve_source_to_path_sanitizes_filename(monkeypatch, tmp_path):
     def get_response(*args, **kwargs):
         return _closeable_response(
             content=b"test content",
-            headers={
-                "Content-Disposition": 'attachment; filename="../../../../tmp/output.txt"'
-            },
+            headers={"Content-Disposition": 'attachment; filename="../../../../tmp/output.txt"'},
         )
 
     monkeypatch.setattr("requests.Session.get", get_response)
@@ -352,9 +348,7 @@ def mock_get_with_redirect(self, *args, **kwargs):
 
 def test_resolve_source_rejects_large_content_length(monkeypatch):
     def mock_get(self, *args, **kwargs):
-        return _closeable_response(
-            content=b"ignored", headers={"Content-Length": "10"}
-        )
+        return _closeable_response(content=b"ignored", headers={"Content-Length": "10"})
 
     monkeypatch.setattr(Session, "get", mock_get)
 
diff --git a/test/test_webvtt.py b/test/test_webvtt.py
index 318d53e23..00194610b 100644
--- a/test/test_webvtt.py
+++ b/test/test_webvtt.py
@@ -135,20 +135,12 @@ def test_vtt_cue_commponents() -> None:
     valid_classes = ["class1", "class2"]
     invalid_classes = ["class\nwith\nnewlines", ""]
     with pytest.raises(ValidationError):
-        WebVTTCueSpanStartTagAnnotated(
-            name="v", annotation=annotation, classes=invalid_classes
-        )
-    assert WebVTTCueSpanStartTagAnnotated(
-        name="v", annotation=annotation, classes=valid_classes
-    )
+        WebVTTCueSpanStartTagAnnotated(name="v", annotation=annotation, classes=invalid_classes)
+    assert WebVTTCueSpanStartTagAnnotated(name="v", annotation=annotation, classes=valid_classes)
 
     """Test that components validation works correctly."""
     annotation = "speaker name"
-    valid_components = [
-        WebVTTCueComponentWithTerminator(
-            component=WebVTTCueTextSpan(text="random text")
-        )
-    ]
+    valid_components = [WebVTTCueComponentWithTerminator(component=WebVTTCueTextSpan(text="random text"))]
     invalid_components = [123, "not a component"]
     with pytest.raises(ValidationError):
         WebVTTCueInternalText(components=invalid_components)
@@ -156,15 +148,9 @@ def test_vtt_cue_commponents() -> None:
 
     """Test valid cue voice spans."""
     cue_span = WebVTTCueVoiceSpan(
-        start_tag=WebVTTCueSpanStartTagAnnotated(
-            name="v", annotation="speaker", classes=["loud", "clear"]
-        ),
+        start_tag=WebVTTCueSpanStartTagAnnotated(name="v", annotation="speaker", classes=["loud", "clear"]),
         internal_text=WebVTTCueInternalText(
-            components=[
-                WebVTTCueComponentWithTerminator(
-                    component=WebVTTCueTextSpan(text="random text")
-                )
-            ]
+            components=[WebVTTCueComponentWithTerminator(component=WebVTTCueTextSpan(text="random text"))]
         ),
     )
     expected_str = "<v.loud.clear speaker>random text</v>"
@@ -173,11 +159,7 @@ def test_vtt_cue_commponents() -> None:
     cue_span = WebVTTCueVoiceSpan(
         start_tag=WebVTTCueSpanStartTagAnnotated(name="v", annotation="speaker"),
         internal_text=WebVTTCueInternalText(
-            components=[
-                WebVTTCueComponentWithTerminator(
-                    component=WebVTTCueTextSpan(text="random text")
-                )
-            ]
+            components=[WebVTTCueComponentWithTerminator(component=WebVTTCueTextSpan(text="random text"))]
         ),
     )
     expected_str = "<v speaker>random text</v>"
@@ -186,24 +168,18 @@ def test_vtt_cue_commponents() -> None:
 
 def test_webvttcueblock_parse() -> None:
     """Test the method parse of _WebVTTCueBlock class."""
-    raw: str = (
-        "04:02.500 --> 04:05.000\n" "J’ai commencé le basket à l'âge de 13, 14 ans\n"  # noqa: RUF001
-    )
+    raw: str = "04:02.500 --> 04:05.000\nJ’ai commencé le basket à l'âge de 13, 14 ans\n"  # noqa: RUF001
     block: WebVTTCueBlock = WebVTTCueBlock.parse(raw)
     assert str(block.timings) == "04:02.500 --> 04:05.000"
     assert len(block.payload) == 1
     assert isinstance(block.payload[0], WebVTTCueComponentWithTerminator)
     assert isinstance(block.payload[0].component, WebVTTCueTextSpan)
     assert (
-        block.payload[0].component.text
-        == "J’ai commencé le basket à l'âge de 13, 14 ans"  # noqa: RUF001
+        block.payload[0].component.text == "J’ai commencé le basket à l'âge de 13, 14 ans"  # noqa: RUF001
     )
     assert raw == str(block)
 
-    raw = (
-        "04:05.001 --> 04:07.800\n"
-        "Sur les <i.foreignphrase><lang en>playground</lang></i>, ici à Montpellier\n"
-    )
+    raw = "04:05.001 --> 04:07.800\nSur les <i.foreignphrase><lang en>playground</lang></i>, ici à Montpellier\n"
     block = WebVTTCueBlock.parse(raw)
     assert str(block.timings) == "04:05.001 --> 04:07.800"
     assert len(block.payload) == 3
@@ -215,9 +191,7 @@ def test_webvttcueblock_parse() -> None:
     assert len(block.payload[1].component.internal_text.components) == 1
     lang_span = block.payload[1].component.internal_text.components[0].component
     assert isinstance(lang_span, WebVTTCueLanguageSpan)
-    assert isinstance(
-        lang_span.internal_text.components[0].component, WebVTTCueTextSpan
-    )
+    assert isinstance(lang_span.internal_text.components[0].component, WebVTTCueTextSpan)
     assert lang_span.internal_text.components[0].component.text == "playground"
     assert isinstance(block.payload[2], WebVTTCueComponentWithTerminator)
     assert isinstance(block.payload[2].component, WebVTTCueTextSpan)
@@ -250,16 +224,8 @@ def test_webvtt_file() -> None:
         content = f.read()
         vtt = WebVTTFile.parse(content)
     assert len(vtt) == 4
-    reverse = (
-        "WEBVTT\n\nNOTE Copyright © 2019 World Wide Web Consortium. "
-        "https://www.w3.org/TR/webvtt1/\n\n"
-    )
-    reverse += "\n".join(
-        [
-            block.format(omit_hours_if_zero=True, omit_voice_end=True)
-            for block in vtt.cue_blocks
-        ]
-    )
+    reverse = "WEBVTT\n\nNOTE Copyright © 2019 World Wide Web Consortium. https://www.w3.org/TR/webvtt1/\n\n"
+    reverse += "\n".join([block.format(omit_hours_if_zero=True, omit_voice_end=True) for block in vtt.cue_blocks])
     assert content == reverse.rstrip()
 
     with open("./test/data/webvtt/webvtt_example_03.vtt", encoding="utf-8") as f:
diff --git a/uv.lock b/uv.lock
index fd26f53ee..317906045 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,19 +2,19 @@ version = 1
 revision = 3
 requires-python = ">=3.10, <4.0"
 resolution-markers = [
+    "python_full_version >= '3.15' and sys_platform == 'darwin'",
+    "python_full_version == '3.14.*' and sys_platform == 'darwin'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'darwin'",
+    "python_full_version < '3.11' and sys_platform == 'darwin'",
     "python_full_version >= '3.15' and sys_platform == 'win32'",
     "python_full_version == '3.14.*' and sys_platform == 'win32'",
     "python_full_version >= '3.15' and sys_platform == 'emscripten'",
     "python_full_version == '3.14.*' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.15' and sys_platform == 'darwin'",
     "python_full_version >= '3.15' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.14.*' and sys_platform == 'darwin'",
     "python_full_version == '3.14.*' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'",
     "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'darwin'",
     "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version < '3.11' and sys_platform == 'darwin'",
     "python_full_version < '3.11' and sys_platform != 'darwin'",
 ]
 
@@ -218,6 +218,46 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321, upload-time = "2024-02-06T09:43:09.663Z" },
 ]
 
+[[package]]
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+version = "0.5.0"
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 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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