diff --git a/docling/models/base_ocr_model.py b/docling/models/base_ocr_model.py
index 38b5e52c..68553c48 100644
--- a/docling/models/base_ocr_model.py
+++ b/docling/models/base_ocr_model.py
@@ -138,18 +138,31 @@ def post_process_cells(self, ocr_cells, programmatic_cells):
 
     def draw_ocr_rects_and_cells(self, conv_res, page, ocr_rects, show: bool = False):
         image = copy.deepcopy(page.image)
+        scale_x = image.width / page.size.width
+        scale_y = image.height / page.size.height
+
         draw = ImageDraw.Draw(image, "RGBA")
 
         # Draw OCR rectangles as yellow filled rect
         for rect in ocr_rects:
             x0, y0, x1, y1 = rect.as_tuple()
+            y0 *= scale_x
+            y1 *= scale_y
+            x0 *= scale_x
+            x1 *= scale_x
+
             shade_color = (255, 255, 0, 40)  # transparent yellow
             draw.rectangle([(x0, y0), (x1, y1)], fill=shade_color, outline=None)
 
         # Draw OCR and programmatic cells
         for tc in page.cells:
             x0, y0, x1, y1 = tc.bbox.as_tuple()
-            color = "red"
+            y0 *= scale_x
+            y1 *= scale_y
+            x0 *= scale_x
+            x1 *= scale_x
+
+            color = "gray"
             if isinstance(tc, OcrCell):
                 color = "magenta"
             draw.rectangle([(x0, y0), (x1, y1)], outline=color)
diff --git a/docling/models/layout_model.py b/docling/models/layout_model.py
index 014cddd3..c1b7dabe 100644
--- a/docling/models/layout_model.py
+++ b/docling/models/layout_model.py
@@ -67,29 +67,9 @@ def draw_clusters_and_cells_side_by_side(
         - Right: Clusters including FORM, KEY_VALUE_REGION, and PICTURE.
         Includes label names and confidence scores for each cluster.
         """
-        label_to_color = {
-            DocItemLabel.TEXT: (255, 255, 153),  # Light Yellow
-            DocItemLabel.CAPTION: (255, 204, 153),  # Light Orange
-            DocItemLabel.LIST_ITEM: (153, 153, 255),  # Light Purple
-            DocItemLabel.FORMULA: (192, 192, 192),  # Gray
-            DocItemLabel.TABLE: (255, 204, 204),  # Light Pink
-            DocItemLabel.PICTURE: (255, 204, 164),  # Light Beige
-            DocItemLabel.SECTION_HEADER: (255, 153, 153),  # Light Red
-            DocItemLabel.PAGE_HEADER: (204, 255, 204),  # Light Green
-            DocItemLabel.PAGE_FOOTER: (
-                204,
-                255,
-                204,
-            ),  # Light Green (same as Page-Header)
-            DocItemLabel.TITLE: (255, 153, 153),  # Light Red (same as Section-Header)
-            DocItemLabel.FOOTNOTE: (200, 200, 255),  # Light Blue
-            DocItemLabel.DOCUMENT_INDEX: (220, 220, 220),  # Light Gray
-            DocItemLabel.CODE: (125, 125, 125),  # Gray
-            DocItemLabel.CHECKBOX_SELECTED: (255, 182, 193),  # Pale Green
-            DocItemLabel.CHECKBOX_UNSELECTED: (255, 182, 193),  # Light Pink
-            DocItemLabel.FORM: (200, 255, 255),  # Light Cyan
-            DocItemLabel.KEY_VALUE_REGION: (183, 65, 14),  # Rusty orange
-        }
+        scale_x = page.image.width / page.size.width
+        scale_y = page.image.height / page.size.height
+
         # Filter clusters for left and right images
         exclude_labels = {
             DocItemLabel.FORM,
@@ -118,6 +98,11 @@ def draw_clusters(image, clusters):
                     cell_color = (0, 0, 0, 40)  # Transparent black for cells
                     for tc in c.cells:
                         cx0, cy0, cx1, cy1 = tc.bbox.as_tuple()
+                        cx0 *= scale_x
+                        cx1 *= scale_x
+                        cy0 *= scale_x
+                        cy1 *= scale_y
+
                         draw.rectangle(
                             [(cx0, cy0), (cx1, cy1)],
                             outline=None,
@@ -125,8 +110,16 @@ def draw_clusters(image, clusters):
                         )
                     # Draw cluster rectangle
                     x0, y0, x1, y1 = c.bbox.as_tuple()
-                    cluster_fill_color = (*list(label_to_color.get(c.label)), 70)
-                    cluster_outline_color = (*list(label_to_color.get(c.label)), 255)
+                    x0 *= scale_x
+                    x1 *= scale_x
+                    y0 *= scale_x
+                    y1 *= scale_y
+
+                    cluster_fill_color = (*list(DocItemLabel.get_color(c.label)), 70)
+                    cluster_outline_color = (
+                        *list(DocItemLabel.get_color(c.label)),
+                        255,
+                    )
                     draw.rectangle(
                         [(x0, y0), (x1, y1)],
                         outline=cluster_outline_color,
diff --git a/docling/models/table_structure_model.py b/docling/models/table_structure_model.py
index ba306449..1f4fbc7e 100644
--- a/docling/models/table_structure_model.py
+++ b/docling/models/table_structure_model.py
@@ -66,23 +66,43 @@ def draw_table_and_cells(
         show: bool = False,
     ):
         assert page._backend is not None
+        assert page.size is not None
 
         image = (
             page._backend.get_page_image()
         )  # make new image to avoid drawing on the saved ones
+
+        scale_x = image.width / page.size.width
+        scale_y = image.height / page.size.height
+
         draw = ImageDraw.Draw(image)
 
         for table_element in tbl_list:
             x0, y0, x1, y1 = table_element.cluster.bbox.as_tuple()
+            y0 *= scale_x
+            y1 *= scale_y
+            x0 *= scale_x
+            x1 *= scale_x
+
             draw.rectangle([(x0, y0), (x1, y1)], outline="red")
 
             for cell in table_element.cluster.cells:
                 x0, y0, x1, y1 = cell.bbox.as_tuple()
+                x0 *= scale_x
+                x1 *= scale_x
+                y0 *= scale_x
+                y1 *= scale_y
+
                 draw.rectangle([(x0, y0), (x1, y1)], outline="green")
 
             for tc in table_element.table_cells:
                 if tc.bbox is not None:
                     x0, y0, x1, y1 = tc.bbox.as_tuple()
+                    x0 *= scale_x
+                    x1 *= scale_x
+                    y0 *= scale_x
+                    y1 *= scale_y
+
                     if tc.column_header:
                         width = 3
                     else:
diff --git a/poetry.lock b/poetry.lock
index 4f469be6..f81ccbe5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,87 +13,87 @@ files = [
 
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+version = "3.11.11"
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 [package.dependencies]
@@ -111,13 +111,13 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
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-version = "1.3.1"
+version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
-python-versions = ">=3.7"
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 ]
 
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 [[package]]
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-version = "4.7.0"
+version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -153,7 +153,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
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+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -214,19 +214,19 @@ files = [
 
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 name = "attrs"
-version = "24.2.0"
+version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
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 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
@@ -371,6 +371,7 @@ files = [
 ]
 
 [package.dependencies]
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 webencodings = "*"
 
 [package.extras]
@@ -378,13 +379,13 @@ css = ["tinycss2 (>=1.1.0,<1.5)"]
 
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-version = "2024.8.30"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
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 [[package]]
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+version = "3.4.1"
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+python-versions = ">=3.7"
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+    {file = "debugpy-1.8.11-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:23dc34c5e03b0212fa3c49a874df2b8b1b8fda95160bd79c01eb3ab51ea8d851"},
+    {file = "debugpy-1.8.11-cp39-cp39-win32.whl", hash = "sha256:52d8a3166c9f2815bfae05f386114b0b2d274456980d41f320299a8d9a5615a7"},
+    {file = "debugpy-1.8.11-cp39-cp39-win_amd64.whl", hash = "sha256:52c3cf9ecda273a19cc092961ee34eb9ba8687d67ba34cc7b79a521c1c64c4c0"},
+    {file = "debugpy-1.8.11-py2.py3-none-any.whl", hash = "sha256:0e22f846f4211383e6a416d04b4c13ed174d24cc5d43f5fd52e7821d0ebc8920"},
+    {file = "debugpy-1.8.11.tar.gz", hash = "sha256:6ad2688b69235c43b020e04fecccdf6a96c8943ca9c2fb340b8adc103c655e57"},
 ]
 
 [[package]]
@@ -888,13 +876,13 @@ files = [
 
 [[package]]
 name = "docling-core"
-version = "2.12.1"
+version = "2.13.1"
 description = "A python library to define and validate data types in Docling."
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "docling_core-2.12.1-py3-none-any.whl", hash = "sha256:1d7ea73cece73292cdbc68d85ff0175e88274ba9cf7babad6ce162fcaa654925"},
-    {file = "docling_core-2.12.1.tar.gz", hash = "sha256:26708db3e1cf90f91b987bdfc0c00a50b0966ecf474a650b1b5232a9210e28c4"},
+    {file = "docling_core-2.13.1-py3-none-any.whl", hash = "sha256:5428c29efad7ae377e2d46df8fcd4185f9dbc7a6eebbea5cd0a3d6cf7162e26e"},
+    {file = "docling_core-2.13.1.tar.gz", hash = "sha256:b29e61a1a74f4df070559acce334ba9417069c15bc99cb1f6d424b1e39e063f8"},
 ]
 
 [package.dependencies]
@@ -1154,13 +1142,13 @@ dev = ["pyTest", "pyTest-cov"]
 
 [[package]]
 name = "flatbuffers"
-version = "24.3.25"
+version = "24.12.23"
 description = "The FlatBuffers serialization format for Python"
 optional = true
 python-versions = "*"
 files = [
-    {file = "flatbuffers-24.3.25-py2.py3-none-any.whl", hash = "sha256:8dbdec58f935f3765e4f7f3cf635ac3a77f83568138d6a2311f524ec96364812"},
-    {file = "flatbuffers-24.3.25.tar.gz", hash = "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"},
+    {file = "flatbuffers-24.12.23-py2.py3-none-any.whl", hash = "sha256:c418e0d48890f4142b92fd3e343e73a48f194e1f80075ddcc5793779b3585444"},
+    {file = "flatbuffers-24.12.23.tar.gz", hash = "sha256:2910b0bc6ae9b6db78dd2b18d0b7a0709ba240fb5585f286a3a2b30785c22dac"},
 ]
 
 [[package]]
@@ -1325,13 +1313,13 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "gitdb"
-version = "4.0.11"
+version = "4.0.12"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
-    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
+    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
+    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
 ]
 
 [package.dependencies]
@@ -1339,31 +1327,31 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.43"
+version = "3.1.44"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
-    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
+    {file = "GitPython-3.1.44-py3-none-any.whl", hash = "sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110"},
+    {file = "gitpython-3.1.44.tar.gz", hash = "sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
-doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
 test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
 
 [[package]]
 name = "griffe"
-version = "1.5.1"
+version = "1.5.4"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "griffe-1.5.1-py3-none-any.whl", hash = "sha256:ad6a7980f8c424c9102160aafa3bcdf799df0e75f7829d75af9ee5aef656f860"},
-    {file = "griffe-1.5.1.tar.gz", hash = "sha256:72964f93e08c553257706d6cd2c42d1c172213feb48b2be386f243380b405d4b"},
+    {file = "griffe-1.5.4-py3-none-any.whl", hash = "sha256:ed33af890586a5bebc842fcb919fc694b3dc1bc55b7d9e0228de41ce566b4a1d"},
+    {file = "griffe-1.5.4.tar.gz", hash = "sha256:073e78ad3e10c8378c2f798bd4ef87b92d8411e9916e157fd366a17cc4fd4e52"},
 ]
 
 [package.dependencies]
@@ -1508,13 +1496,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.26.5"
+version = "0.27.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.26.5-py3-none-any.whl", hash = "sha256:fb7386090bbe892072e64b85f7c4479fd2d65eea5f2543327c970d5169e83924"},
-    {file = "huggingface_hub-0.26.5.tar.gz", hash = "sha256:1008bd18f60bfb65e8dbc0a97249beeeaa8c99d3c2fa649354df9fa5a13ed83b"},
+    {file = "huggingface_hub-0.27.1-py3-none-any.whl", hash = "sha256:1c5155ca7d60b60c2e2fc38cbb3ffb7f7c3adf48f824015b219af9061771daec"},
+    {file = "huggingface_hub-0.27.1.tar.gz", hash = "sha256:c004463ca870283909d715d20f066ebd6968c2207dae9393fdffb3c1d4d8f98b"},
 ]
 
 [package.dependencies]
@@ -1556,13 +1544,13 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve
 
 [[package]]
 name = "identify"
-version = "2.6.3"
+version = "2.6.5"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "identify-2.6.3-py2.py3-none-any.whl", hash = "sha256:9edba65473324c2ea9684b1f944fe3191db3345e50b6d04571d10ed164f8d7bd"},
-    {file = "identify-2.6.3.tar.gz", hash = "sha256:62f5dae9b5fef52c84cc188514e9ea4f3f636b1d8799ab5ebc475471f9e47a02"},
+    {file = "identify-2.6.5-py2.py3-none-any.whl", hash = "sha256:14181a47091eb75b337af4c23078c9d09225cd4c48929f521f3bf16b09d02566"},
+    {file = "identify-2.6.5.tar.gz", hash = "sha256:c10b33f250e5bba374fae86fb57f3adcebf1161bce7cdf92031915fd480c13bc"},
 ]
 
 [package.extras]
@@ -1859,13 +1847,13 @@ trio = ["async_generator", "trio"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
-    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+    {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
+    {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
 ]
 
 [package.dependencies]
@@ -2037,13 +2025,13 @@ files = [
 
 [[package]]
 name = "jupytext"
-version = "1.16.4"
+version = "1.16.6"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupytext-1.16.4-py3-none-any.whl", hash = "sha256:76989d2690e65667ea6fb411d8056abe7cd0437c07bd774660b83d62acf9490a"},
-    {file = "jupytext-1.16.4.tar.gz", hash = "sha256:28e33f46f2ce7a41fb9d677a4a2c95327285579b64ca104437c4b9eb1e4174e9"},
+    {file = "jupytext-1.16.6-py3-none-any.whl", hash = "sha256:900132031f73fee15a1c9ebd862e05eb5f51e1ad6ab3a2c6fdd97ce2f9c913b4"},
+    {file = "jupytext-1.16.6.tar.gz", hash = "sha256:dbd03f9263c34b737003f388fc069e9030834fb7136879c4c32c32473557baa0"},
 ]
 
 [package.dependencies]
@@ -2055,28 +2043,28 @@ pyyaml = "*"
 tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
+dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx (<8)", "sphinx-gallery (<0.8)"]
 docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
 test = ["pytest", "pytest-randomly", "pytest-xdist"]
 test-cov = ["ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist"]
-test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-randomly", "pytest-xdist", "sphinx-gallery (<0.8)"]
+test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-randomly", "pytest-xdist", "sphinx (<8)", "sphinx-gallery (<0.8)"]
 test-functional = ["pytest", "pytest-randomly", "pytest-xdist"]
 test-integration = ["ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-randomly", "pytest-xdist"]
 test-ui = ["calysto-bash"]
 
 [[package]]
 name = "keyring"
-version = "25.5.0"
+version = "25.6.0"
 description = "Store and access your passwords safely."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "keyring-25.5.0-py3-none-any.whl", hash = "sha256:e67f8ac32b04be4714b42fe84ce7dad9c40985b9ca827c592cc303e7c26d9741"},
-    {file = "keyring-25.5.0.tar.gz", hash = "sha256:4c753b3ec91717fe713c4edd522d625889d8973a349b0e582622f49766de58e6"},
+    {file = "keyring-25.6.0-py3-none-any.whl", hash = "sha256:552a3f7af126ece7ed5c89753650eec89c7eaae8617d0aa4d9ad2b75111266bd"},
+    {file = "keyring-25.6.0.tar.gz", hash = "sha256:0b39998aa941431eb3d9b0d4b2460bc773b9df6fed7621c2dfb291a7e0187a66"},
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
+importlib_metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
 "jaraco.classes" = "*"
 "jaraco.context" = "*"
 "jaraco.functools" = "*"
@@ -2602,15 +2590,15 @@ files = [
 
 [[package]]
 name = "milvus-lite"
-version = "2.4.10"
+version = "2.4.11"
 description = "A lightweight version of Milvus wrapped with Python."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "milvus_lite-2.4.10-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:fc4246d3ed7d1910847afce0c9ba18212e93a6e9b8406048436940578dfad5cb"},
-    {file = "milvus_lite-2.4.10-py3-none-macosx_11_0_arm64.whl", hash = "sha256:74a8e07c5e3b057df17fbb46913388e84df1dc403a200f4e423799a58184c800"},
-    {file = "milvus_lite-2.4.10-py3-none-manylinux2014_aarch64.whl", hash = "sha256:240c7386b747bad696ecb5bd1f58d491e86b9d4b92dccee3315ed7256256eddc"},
-    {file = "milvus_lite-2.4.10-py3-none-manylinux2014_x86_64.whl", hash = "sha256:211d2e334a043f9282bdd9755f76b9b2d93b23bffa7af240919ffce6a8dfe325"},
+    {file = "milvus_lite-2.4.11-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9e563ae0dca1b41bfd76b90f06b2bcc474460fe4eba142c9bab18d2747ff843b"},
+    {file = "milvus_lite-2.4.11-py3-none-macosx_11_0_arm64.whl", hash = "sha256:d21472bd24eb327542817829ce7cb51878318e6173c4d62353c77421aecf98d6"},
+    {file = "milvus_lite-2.4.11-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8e6ef27f7f84976f9fd0047b675ede746db2e0cc581c44a916ac9e71e0cef05d"},
+    {file = "milvus_lite-2.4.11-py3-none-manylinux2014_x86_64.whl", hash = "sha256:551f56b49fcfbb330b658b4a3c56ed29ba9b692ec201edd1f2dade7f5e39957d"},
 ]
 
 [package.dependencies]
@@ -2618,15 +2606,18 @@ tqdm = "*"
 
 [[package]]
 name = "mistune"
-version = "3.0.2"
+version = "3.1.0"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"},
-    {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
+    {file = "mistune-3.1.0-py3-none-any.whl", hash = "sha256:b05198cf6d671b3deba6c87ec6cf0d4eb7b72c524636eddb6dbf13823b52cee1"},
+    {file = "mistune-3.1.0.tar.gz", hash = "sha256:dbcac2f78292b9dc066cd03b7a3a26b62d85f8159f2ea5fd28e55df79908d667"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
+
 [[package]]
 name = "mkdocs"
 version = "1.6.1"
@@ -2727,13 +2718,13 @@ pygments = ">2.12.0"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.48"
+version = "9.5.49"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.5.48-py3-none-any.whl", hash = "sha256:b695c998f4b939ce748adbc0d3bff73fa886a670ece948cf27818fa115dc16f8"},
-    {file = "mkdocs_material-9.5.48.tar.gz", hash = "sha256:a582531e8b34f4c7ed38c29d5c44763053832cf2a32f7409567e0c74749a47db"},
+    {file = "mkdocs_material-9.5.49-py3-none-any.whl", hash = "sha256:c3c2d8176b18198435d3a3e119011922f3e11424074645c24019c2dcf08a360e"},
+    {file = "mkdocs_material-9.5.49.tar.gz", hash = "sha256:3671bb282b4f53a1c72e08adbe04d2481a98f85fed392530051f80ff94a9621d"},
 ]
 
 [package.dependencies]
@@ -2796,13 +2787,13 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.12.2"
+version = "1.13.0"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "mkdocstrings_python-1.12.2-py3-none-any.whl", hash = "sha256:7f7d40d6db3cb1f5d19dbcd80e3efe4d0ba32b073272c0c0de9de2e604eda62a"},
-    {file = "mkdocstrings_python-1.12.2.tar.gz", hash = "sha256:7a1760941c0b52a2cd87b960a9e21112ffe52e7df9d0b9583d04d47ed2e186f3"},
+    {file = "mkdocstrings_python-1.13.0-py3-none-any.whl", hash = "sha256:b88bbb207bab4086434743849f8e796788b373bd32e7bfefbf8560ac45d88f97"},
+    {file = "mkdocstrings_python-1.13.0.tar.gz", hash = "sha256:2dbd5757e8375b9720e81db16f52f1856bf59905428fd7ef88005d1370e2f64c"},
 ]
 
 [package.dependencies]
@@ -2994,49 +2985,55 @@ dill = ">=0.3.8"
 
 [[package]]
 name = "mypy"
-version = "1.13.0"
+version = "1.14.1"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mypy-1.13.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6607e0f1dd1fb7f0aca14d936d13fd19eba5e17e1cd2a14f808fa5f8f6d8f60a"},
-    {file = "mypy-1.13.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8a21be69bd26fa81b1f80a61ee7ab05b076c674d9b18fb56239d72e21d9f4c80"},
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+typing_extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
@@ -3058,13 +3055,13 @@ files = [
 
 [[package]]
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+version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
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 [package.dependencies]
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 [package.extras]
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 [package.dependencies]
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-bleach = "!=5.0.0"
+bleach = {version = "!=5.0.0", extras = ["css"]}
 defusedxml = "*"
 importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
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 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
-tinycss2 = "*"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -3188,61 +3184,61 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nh3"
-version = "0.2.19"
-description = "Python bindings to the ammonia HTML sanitization library."
+version = "0.2.20"
+description = "Python binding to Ammonia HTML sanitizer Rust crate"
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+python-versions = ">=3.8"
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 [[package]]
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 [[package]]
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 pyyaml = "*"
 
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+extra = ["pygments (>=2.19.1)"]
 
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@@ -5992,7 +5893,7 @@ jax = ["flax (>=0.6.3)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)", "safetensors[num
 mlx = ["mlx (>=0.0.9)"]
 numpy = ["numpy (>=1.21.6)"]
 paddlepaddle = ["paddlepaddle (>=2.4.1)", "safetensors[numpy]"]
-pinned-tf = ["safetensors[numpy]", "tensorflow (==2.11.0)"]
+pinned-tf = ["safetensors[numpy]", "tensorflow (==2.18.0)"]
 quality = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "isort (>=5.5.4)"]
 tensorflow = ["safetensors[numpy]", "tensorflow (>=2.11.0)"]
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@@ -6159,13 +6060,13 @@ jeepney = ">=0.6"
 
 [[package]]
 name = "semchunk"
-version = "2.2.0"
+version = "2.2.2"
 description = "A fast and lightweight Python library for splitting text into semantically meaningful chunks."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -6212,23 +6113,23 @@ train = ["accelerate (>=0.20.3)", "datasets"]
 
 [[package]]
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+version = "75.7.0"
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 [package.extras]
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+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
 core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
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-type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
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+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "shapely"
@@ -6312,13 +6213,13 @@ files = [
 
 [[package]]
 name = "smmap"
-version = "5.0.1"
+version = "5.0.2"
 description = "A pure Python implementation of a sliding window memory map manager"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [[package]]
@@ -6850,13 +6751,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.47.0"
+version = "4.47.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.9.0"
 files = [
-    {file = "transformers-4.47.0-py3-none-any.whl", hash = "sha256:a8e1bafdaae69abdda3cad638fe392e37c86d2ce0ecfcae11d60abb8f949ff4d"},
-    {file = "transformers-4.47.0.tar.gz", hash = "sha256:f8ead7a5a4f6937bb507e66508e5e002dc5930f7b6122a9259c37b099d0f3b19"},
+    {file = "transformers-4.47.1-py3-none-any.whl", hash = "sha256:d2f5d19bb6283cd66c893ec7e6d931d6370bbf1cc93633326ff1f41a40046c9c"},
+    {file = "transformers-4.47.1.tar.gz", hash = "sha256:6c29c05a5f595e278481166539202bf8641281536df1c42357ee58a45d0a564a"},
 ]
 
 [package.dependencies]
@@ -7004,24 +6905,24 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-openpyxl"
-version = "3.1.5.20241126"
+version = "3.1.5.20241225"
 description = "Typing stubs for openpyxl"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types_openpyxl-3.1.5.20241126-py3-none-any.whl", hash = "sha256:e50ad5c2dec2c92cca521abed5c039975226e8e76389f17ab0ef813595593fbe"},
-    {file = "types_openpyxl-3.1.5.20241126.tar.gz", hash = "sha256:f599afab19f87aa11672ee675346401d82a0dac71988df9a5411cdb1e7477377"},
+    {file = "types_openpyxl-3.1.5.20241225-py3-none-any.whl", hash = "sha256:903d92f58f42135b0614d609868c619aee12e1c7b65ccf8472dfd2706bcc6f47"},
+    {file = "types_openpyxl-3.1.5.20241225.tar.gz", hash = "sha256:3c076f4c6f114e1859b6857ffd486e96c938c0434451c60dc54c2bcb62750d78"},
 ]
 
 [[package]]
 name = "types-pytz"
-version = "2024.2.0.20241003"
+version = "2024.2.0.20241221"
 description = "Typing stubs for pytz"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-pytz-2024.2.0.20241003.tar.gz", hash = "sha256:575dc38f385a922a212bac00a7d6d2e16e141132a3c955078f4a4fd13ed6cb44"},
-    {file = "types_pytz-2024.2.0.20241003-py3-none-any.whl", hash = "sha256:3e22df1336c0c6ad1d29163c8fda82736909eb977281cb823c57f8bae07118b7"},
+    {file = "types_pytz-2024.2.0.20241221-py3-none-any.whl", hash = "sha256:8fc03195329c43637ed4f593663df721fef919b60a969066e22606edf0b53ad5"},
+    {file = "types_pytz-2024.2.0.20241221.tar.gz", hash = "sha256:06d7cde9613e9f7504766a0554a270c369434b50e00975b3a4a0f6eed0f2c1a9"},
 ]
 
 [[package]]
@@ -7149,13 +7050,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
-    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
+    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
@@ -7166,13 +7067,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.28.0"
+version = "20.28.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.28.0-py3-none-any.whl", hash = "sha256:23eae1b4516ecd610481eda647f3a7c09aea295055337331bb4e6892ecce47b0"},
-    {file = "virtualenv-20.28.0.tar.gz", hash = "sha256:2c9c3262bb8e7b87ea801d715fae4495e6032450c71d2309be9550e7364049aa"},
+    {file = "virtualenv-20.28.1-py3-none-any.whl", hash = "sha256:412773c85d4dab0409b83ec36f7a6499e72eaf08c80e81e9576bca61831c71cb"},
+    {file = "virtualenv-20.28.1.tar.gz", hash = "sha256:5d34ab240fdb5d21549b76f9e8ff3af28252f5499fb6d6f031adac4e5a8c5329"},
 ]
 
 [package.dependencies]
@@ -7613,4 +7514,4 @@ tesserocr = ["tesserocr"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "e83ff77c43954474022132b205f9b0156014580d4a2b7d60e6daa756ec2e6433"
+content-hash = "9bb5ac0c42547412f5ba62b258f9fa01cd157a97471a61fe24cca201e3d989c8"
diff --git a/pyproject.toml b/pyproject.toml
index c0f56f88..e991c497 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ packages = [{include = "docling"}]
 # actual dependencies:
 ######################
 python = "^3.9"
-docling-core = { version = "^2.12.1", extras = ["chunking"] }
+docling-core = { version = "^2.13.1", extras = ["chunking"] }
 pydantic = "^2.0.0"
 docling-ibm-models = "^3.1.0"
 deepsearch-glm = "^1.0.0"