diff --git a/tests/data/docx/equations.docx b/tests/data/docx/equations.docx
new file mode 100644
index 00000000..8ab71b96
Binary files /dev/null and b/tests/data/docx/equations.docx differ
diff --git a/tests/data/groundtruth/docling_v2/equations.docx.itxt b/tests/data/groundtruth/docling_v2/equations.docx.itxt
new file mode 100644
index 00000000..c28443a9
--- /dev/null
+++ b/tests/data/groundtruth/docling_v2/equations.docx.itxt
@@ -0,0 +1,31 @@
+item-0 at level 0: unspecified: group _root_
+  item-1 at level 1: paragraph: This is a word document and this ... nt an equation by line, I can do this:
+  item-2 at level 1: paragraph: 
+  item-3 at level 1: paragraph: $a^{2}+b^{2}=c^{2} \text{ \texttimes } 23$
+  item-4 at level 1: paragraph: And that is an equation by itself. Cheers!
+  item-5 at level 1: paragraph: 
+  item-6 at level 1: paragraph: This is another equation:
+  item-7 at level 1: paragraph: $f\left(x\right)=a_{0}+\sum_{n=1 ... )+b_{n}\sin(\frac{n \pi x}{L})\right)$
+  item-8 at level 1: paragraph: 
+  item-9 at level 1: paragraph: This is text. This is text. This ... s is text. This is text. This is text.
+  item-10 at level 1: paragraph: 
+  item-11 at level 1: paragraph: 
+  item-12 at level 1: paragraph: This is a word document and this ... nt an equation by line, I can do this:
+  item-13 at level 1: paragraph: 
+  item-14 at level 1: paragraph: $\left(x+a\right)^{n}=\sum_{k=0} ... c{}{}{0pt}{}{n}{k}\right)x^{k}a^{n-k}$
+  item-15 at level 1: paragraph: 
+  item-16 at level 1: paragraph: And that is an equation by itself. Cheers!
+  item-17 at level 1: paragraph: 
+  item-18 at level 1: paragraph: This is another equation:
+  item-19 at level 1: paragraph: 
+  item-20 at level 1: paragraph: $\left(1+x\right)^{n}=1+\frac{nx ... t)x^{2}}{2!}+ \text{ \textellipsis } $
+  item-21 at level 1: paragraph: 
+  item-22 at level 1: paragraph: This is text. This is text. This ... s is text. This is text. This is text.
+  item-23 at level 1: paragraph: 
+  item-24 at level 1: paragraph: 
+  item-25 at level 1: paragraph: This is a word document and this ... nt an equation by line, I can do this:
+  item-26 at level 1: paragraph: 
+  item-27 at level 1: paragraph: $e^{x}=1+\frac{x}{1!}+\frac{x^{2 ... ellipsis } , - \infty  < x <  \infty $
+  item-28 at level 1: paragraph: 
+  item-29 at level 1: paragraph: And that is an equation by itself. Cheers!
+  item-30 at level 1: paragraph: 
\ No newline at end of file
diff --git a/tests/data/groundtruth/docling_v2/equations.docx.json b/tests/data/groundtruth/docling_v2/equations.docx.json
new file mode 100644
index 00000000..2f6cb7ca
--- /dev/null
+++ b/tests/data/groundtruth/docling_v2/equations.docx.json
@@ -0,0 +1,450 @@
+{
+  "schema_name": "DoclingDocument",
+  "version": "1.0.0",
+  "name": "equations",
+  "origin": {
+    "mimetype": "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+    "binary_hash": 11121138535595486899,
+    "filename": "equations.docx"
+  },
+  "furniture": {
+    "self_ref": "#/furniture",
+    "children": [],
+    "name": "_root_",
+    "label": "unspecified"
+  },
+  "body": {
+    "self_ref": "#/body",
+    "children": [
+      {
+        "$ref": "#/texts/0"
+      },
+      {
+        "$ref": "#/texts/1"
+      },
+      {
+        "$ref": "#/texts/2"
+      },
+      {
+        "$ref": "#/texts/3"
+      },
+      {
+        "$ref": "#/texts/4"
+      },
+      {
+        "$ref": "#/texts/5"
+      },
+      {
+        "$ref": "#/texts/6"
+      },
+      {
+        "$ref": "#/texts/7"
+      },
+      {
+        "$ref": "#/texts/8"
+      },
+      {
+        "$ref": "#/texts/9"
+      },
+      {
+        "$ref": "#/texts/10"
+      },
+      {
+        "$ref": "#/texts/11"
+      },
+      {
+        "$ref": "#/texts/12"
+      },
+      {
+        "$ref": "#/texts/13"
+      },
+      {
+        "$ref": "#/texts/14"
+      },
+      {
+        "$ref": "#/texts/15"
+      },
+      {
+        "$ref": "#/texts/16"
+      },
+      {
+        "$ref": "#/texts/17"
+      },
+      {
+        "$ref": "#/texts/18"
+      },
+      {
+        "$ref": "#/texts/19"
+      },
+      {
+        "$ref": "#/texts/20"
+      },
+      {
+        "$ref": "#/texts/21"
+      },
+      {
+        "$ref": "#/texts/22"
+      },
+      {
+        "$ref": "#/texts/23"
+      },
+      {
+        "$ref": "#/texts/24"
+      },
+      {
+        "$ref": "#/texts/25"
+      },
+      {
+        "$ref": "#/texts/26"
+      },
+      {
+        "$ref": "#/texts/27"
+      },
+      {
+        "$ref": "#/texts/28"
+      },
+      {
+        "$ref": "#/texts/29"
+      }
+    ],
+    "name": "_root_",
+    "label": "unspecified"
+  },
+  "groups": [],
+  "texts": [
+    {
+      "self_ref": "#/texts/0",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is a word document and this is an inline equation: $A= \\pi r^{2} $. If instead, I want an equation by line, I can do this:",
+      "text": "This is a word document and this is an inline equation: $A= \\pi r^{2} $. If instead, I want an equation by line, I can do this:"
+    },
+    {
+      "self_ref": "#/texts/1",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/2",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "$a^{2}+b^{2}=c^{2} \\text{ \\texttimes } 23$",
+      "text": "$a^{2}+b^{2}=c^{2} \\text{ \\texttimes } 23$"
+    },
+    {
+      "self_ref": "#/texts/3",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "And that is an equation by itself. Cheers!",
+      "text": "And that is an equation by itself. Cheers!"
+    },
+    {
+      "self_ref": "#/texts/4",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/5",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is another equation:",
+      "text": "This is another equation:"
+    },
+    {
+      "self_ref": "#/texts/6",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "$f\\left(x\\right)=a_{0}+\\sum_{n=1}^{ \\infty }\\left(a_{n}\\cos(\\frac{n \\pi x}{L})+b_{n}\\sin(\\frac{n \\pi x}{L})\\right)$",
+      "text": "$f\\left(x\\right)=a_{0}+\\sum_{n=1}^{ \\infty }\\left(a_{n}\\cos(\\frac{n \\pi x}{L})+b_{n}\\sin(\\frac{n \\pi x}{L})\\right)$"
+    },
+    {
+      "self_ref": "#/texts/7",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/8",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text.",
+      "text": "This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text."
+    },
+    {
+      "self_ref": "#/texts/9",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/10",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/11",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is a word document and this is an inline equation: $A= \\pi r^{2} $. If instead, I want an equation by line, I can do this:",
+      "text": "This is a word document and this is an inline equation: $A= \\pi r^{2} $. If instead, I want an equation by line, I can do this:"
+    },
+    {
+      "self_ref": "#/texts/12",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/13",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "$\\left(x+a\\right)^{n}=\\sum_{k=0}^{n}\\left(\\genfrac{}{}{0pt}{}{n}{k}\\right)x^{k}a^{n-k}$",
+      "text": "$\\left(x+a\\right)^{n}=\\sum_{k=0}^{n}\\left(\\genfrac{}{}{0pt}{}{n}{k}\\right)x^{k}a^{n-k}$"
+    },
+    {
+      "self_ref": "#/texts/14",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/15",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "And that is an equation by itself. Cheers!",
+      "text": "And that is an equation by itself. Cheers!"
+    },
+    {
+      "self_ref": "#/texts/16",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/17",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is another equation:",
+      "text": "This is another equation:"
+    },
+    {
+      "self_ref": "#/texts/18",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/19",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "$\\left(1+x\\right)^{n}=1+\\frac{nx}{1!}+\\frac{n\\left(n-1\\right)x^{2}}{2!}+ \\text{ \\textellipsis } $",
+      "text": "$\\left(1+x\\right)^{n}=1+\\frac{nx}{1!}+\\frac{n\\left(n-1\\right)x^{2}}{2!}+ \\text{ \\textellipsis } $"
+    },
+    {
+      "self_ref": "#/texts/20",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/21",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text.",
+      "text": "This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text."
+    },
+    {
+      "self_ref": "#/texts/22",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/23",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/24",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "This is a word document and this is an inline equation: $A= \\pi r^{2} $. If instead, I want an equation by line, I can do this:",
+      "text": "This is a word document and this is an inline equation: $A= \\pi r^{2} $. If instead, I want an equation by line, I can do this:"
+    },
+    {
+      "self_ref": "#/texts/25",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/26",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "$e^{x}=1+\\frac{x}{1!}+\\frac{x^{2}}{2!}+\\frac{x^{3}}{3!}+ \\text{ \\textellipsis } , - \\infty  < x <  \\infty $",
+      "text": "$e^{x}=1+\\frac{x}{1!}+\\frac{x^{2}}{2!}+\\frac{x^{3}}{3!}+ \\text{ \\textellipsis } , - \\infty  < x <  \\infty $"
+    },
+    {
+      "self_ref": "#/texts/27",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    },
+    {
+      "self_ref": "#/texts/28",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "And that is an equation by itself. Cheers!",
+      "text": "And that is an equation by itself. Cheers!"
+    },
+    {
+      "self_ref": "#/texts/29",
+      "parent": {
+        "$ref": "#/body"
+      },
+      "children": [],
+      "label": "paragraph",
+      "prov": [],
+      "orig": "",
+      "text": ""
+    }
+  ],
+  "pictures": [],
+  "tables": [],
+  "key_value_items": [],
+  "pages": {}
+}
\ No newline at end of file
diff --git a/tests/data/groundtruth/docling_v2/equations.docx.md b/tests/data/groundtruth/docling_v2/equations.docx.md
new file mode 100644
index 00000000..7364d129
--- /dev/null
+++ b/tests/data/groundtruth/docling_v2/equations.docx.md
@@ -0,0 +1,29 @@
+This is a word document and this is an inline equation: $A= \pi r^{2} $. If instead, I want an equation by line, I can do this:
+
+$a^{2}+b^{2}=c^{2} \text{ \texttimes } 23$
+
+And that is an equation by itself. Cheers!
+
+This is another equation:
+
+$f\left(x\right)=a\_{0}+\sum\_{n=1}^{ \infty }\left(a\_{n}\cos(\frac{n \pi x}{L})+b\_{n}\sin(\frac{n \pi x}{L})\right)$
+
+This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text.
+
+This is a word document and this is an inline equation: $A= \pi r^{2} $. If instead, I want an equation by line, I can do this:
+
+$\left(x+a\right)^{n}=\sum\_{k=0}^{n}\left(\genfrac{}{}{0pt}{}{n}{k}\right)x^{k}a^{n-k}$
+
+And that is an equation by itself. Cheers!
+
+This is another equation:
+
+$\left(1+x\right)^{n}=1+\frac{nx}{1!}+\frac{n\left(n-1\right)x^{2}}{2!}+ \text{ \textellipsis } $
+
+This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text. This is text.
+
+This is a word document and this is an inline equation: $A= \pi r^{2} $. If instead, I want an equation by line, I can do this:
+
+$e^{x}=1+\frac{x}{1!}+\frac{x^{2}}{2!}+\frac{x^{3}}{3!}+ \text{ \textellipsis } , - \infty  < x <  \infty $
+
+And that is an equation by itself. Cheers!
\ No newline at end of file