diff --git a/CHANGELOG.md b/CHANGELOG.md
index e94dc5418..f8d16d2e2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,4 +1,4 @@
-## 0.12.4-dev9
+## 0.12.4
 
 ### Enhancements
 
diff --git a/test_unstructured_ingest/expected-structured-output/biomed-api/65/11/main.PMC6312790.pdf.json b/test_unstructured_ingest/expected-structured-output/biomed-api/65/11/main.PMC6312790.pdf.json
index 7292516cd..30a080025 100644
--- a/test_unstructured_ingest/expected-structured-output/biomed-api/65/11/main.PMC6312790.pdf.json
+++ b/test_unstructured_ingest/expected-structured-output/biomed-api/65/11/main.PMC6312790.pdf.json
@@ -611,7 +611,7 @@
     "type": "UncategorizedText"
   },
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-    "element_id": "3d72d60fd0ff59113ec3093fa0e775b6",
+    "element_id": "bd386031e311cac62f5c6b4bb24b97d9",
     "metadata": {
       "data_source": {},
       "filetype": "application/pdf",
@@ -620,7 +620,7 @@
       ],
       "page_number": 4
     },
-    "text": "Inhibitor be (V/dec) ba (V/dec) Ecorr (V) icorr (A/cm?) Polarization Corrosion concentration (g) resistance (Q) rate (mm/year) oO 0.0335 0.0409 0.0003 24.0910 2.8163 2 1.9460 0.0596 0.0002 121.440 1.5054 4 0.0163 0.2369 0.0001 42.121 0.9476 6 0.3233 0.0540 5.39E-05 373.180 0.4318 8 0.1240 0.0556 5.46E-05 305.650 0.3772 10 0.0382 0.0086 1.24E-05 246.080 0.0919",
+    "text": "Inhibitor be (V/dec) ba (V/dec) Ecorr (V) icorr (A/cm?) Polarization Corrosion concentration (g) resistance (Q) rate (mm/year) oO 0.0335 0.0409 —0.9393 0.0003 24.0910 2.8163 2 1.9460 0.0596 —0.8276 0.0002 121.440 1.5054 4 0.0163 0.2369 —0.8825 0.0001 42.121 0.9476 6 0.3233 0.0540 —0.8027 5.39E-05 373.180 0.4318 8 0.1240 0.0556 —0.5896 5.46E-05 305.650 0.3772 10 0.0382 0.0086 —0.5356 1.24E-05 246.080 0.0919",
     "type": "Table"
   },
   {
@@ -728,7 +728,7 @@
     "type": "FigureCaption"
   },
   {
-    "element_id": "d04d110c16a4ebc184fa130f09b8d423",
+    "element_id": "af1d52dd4c315c92d1495f1f13478802",
     "metadata": {
       "data_source": {},
       "filetype": "application/pdf",
@@ -737,7 +737,7 @@
       ],
       "page_number": 5
     },
-    "text": "Sem ny. 200 Rv",
+    "text": "Sem ny. 200 Rv roiiist BEMMAG. 1.00 Kx 20 i",
     "type": "Image"
   },
   {
@@ -962,7 +962,7 @@
     "type": "NarrativeText"
   },
   {
-    "element_id": "59664b2fe1b21e796c905c904f07faae",
+    "element_id": "9da61b7e10c0a3a3c9c8fa32aafc7633",
     "metadata": {
       "data_source": {},
       "filetype": "application/pdf",
@@ -971,7 +971,7 @@
       ],
       "page_number": 6
     },
-    "text": "~ CRo",
+    "text": "_ CRo—CR O= OR",
     "type": "Formula"
   },
   {
diff --git a/test_unstructured_ingest/expected-structured-output/embed/book-war-and-peace-1p.txt.json b/test_unstructured_ingest/expected-structured-output/embed/book-war-and-peace-1p.txt.json
index 501ee455e..90f521bfc 100644
--- a/test_unstructured_ingest/expected-structured-output/embed/book-war-and-peace-1p.txt.json
+++ b/test_unstructured_ingest/expected-structured-output/embed/book-war-and-peace-1p.txt.json
@@ -18,390 +18,390 @@
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 ]
\ No newline at end of file
diff --git a/test_unstructured_ingest/expected-structured-output/local-single-file-with-pdf-infer-table-structure/layout-parser-paper.pdf.json b/test_unstructured_ingest/expected-structured-output/local-single-file-with-pdf-infer-table-structure/layout-parser-paper.pdf.json
index ab80960ba..2dc9fdc4a 100644
--- a/test_unstructured_ingest/expected-structured-output/local-single-file-with-pdf-infer-table-structure/layout-parser-paper.pdf.json
+++ b/test_unstructured_ingest/expected-structured-output/local-single-file-with-pdf-infer-table-structure/layout-parser-paper.pdf.json
@@ -1522,7 +1522,7 @@
     "type": "ListItem"
   },
   {
-    "element_id": "6e6e9ba62b25fdfb8734842354a7ce64",
+    "element_id": "af06fb28ab7a6dca955fc3670fb995fa",
     "metadata": {
       "data_source": {
         "permissions_data": [
@@ -1538,7 +1538,7 @@
       ],
       "page_number": 10
     },
-    "text": "Intra-column reading order Token Categories tie (Adress 2) tee (NE sumber Variable HEE company type Column Categories (J tite we) adaress —_ (7) section Header by ‘e * Column reading order a a (a) Illustration of the original Japanese Maximum Allowed Height BRE B>e EER eR (b) Illustration of the recreated document with dense text structure for better OCR performance",
+    "text": "Intra-column reading order Token Categories tie (Adress 2) tee (NE sumber Variable Column reading order HEE company type Column Categories (J tite Adress _] ree [7] Section Header Maximum Allowed Height (b) Illustration of the recreated document with dense text structure for better OCR performance",
     "type": "Image"
   },
   {
diff --git a/test_unstructured_ingest/metrics/text-extraction/all-docs-cct.tsv b/test_unstructured_ingest/metrics/text-extraction/all-docs-cct.tsv
index f81af2663..79188f1ec 100644
--- a/test_unstructured_ingest/metrics/text-extraction/all-docs-cct.tsv
+++ b/test_unstructured_ingest/metrics/text-extraction/all-docs-cct.tsv
@@ -12,7 +12,7 @@ UDHR_first_article_all.txt	txt	local-single-file	0.995	0.0
 handbook-1p.docx	docx	local-single-file-basic-chunking	0.858	0.029
 fake-html-cp1252.html	html	local-single-file-with-encoding	0.659	0.0
 layout-parser-paper-with-table.jpg	jpg	local-single-file-with-pdf-infer-table-structure	0.716	0.032
-layout-parser-paper.pdf	pdf	local-single-file-with-pdf-infer-table-structure	0.949	0.029
+layout-parser-paper.pdf	pdf	local-single-file-with-pdf-infer-table-structure	0.95	0.029
 2023-Jan-economic-outlook.pdf	pdf	s3	0.834	0.054
 page-with-formula.pdf	pdf	s3	0.971	0.021
 recalibrating-risk-report.pdf	pdf	s3	0.966	0.009
diff --git a/unstructured/__version__.py b/unstructured/__version__.py
index 011a1cf62..ec0c329ec 100644
--- a/unstructured/__version__.py
+++ b/unstructured/__version__.py
@@ -1 +1 @@
-__version__ = "0.12.4-dev9"  # pragma: no cover
+__version__ = "0.12.4"  # pragma: no cover