diff --git a/CHANGELOG.md b/CHANGELOG.md
index b1dab9fdc..c5173422d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,8 @@
 ### Fixes
 
 * Fix bug in `partition_pdf_or_image` where two partitions were called if `strategy == "ocr_only"`.
+* Bump unstructured-inference
+  * Fix issue where temporary files were being left behind (0.5.16)
 
 ## 0.10.5
 
diff --git a/requirements/constraints.in b/requirements/constraints.in
index 6cd3e386d..78603de29 100644
--- a/requirements/constraints.in
+++ b/requirements/constraints.in
@@ -26,4 +26,4 @@ Pillow<10.0.0
 # AttributeError: 'ResourcePath' object has no attribute 'collection'
 Office365-REST-Python-Client<2.4.3
 # NOTE(christine) Pinned to set the `unstructured-inference` version
-unstructured-inference==0.5.15
+unstructured-inference==0.5.16
diff --git a/requirements/extra-pdf-image.txt b/requirements/extra-pdf-image.txt
index 5a6e2c9cd..6a623380a 100644
--- a/requirements/extra-pdf-image.txt
+++ b/requirements/extra-pdf-image.txt
@@ -205,7 +205,7 @@ typing-extensions==4.7.1
     #   torch
 tzdata==2023.3
     # via pandas
-unstructured-inference==0.5.15
+unstructured-inference==0.5.16
     # via
     #   -c requirements/constraints.in
     #   -r requirements/extra-pdf-image.in