diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9b29333..aaf5291 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,7 +4,14 @@ All notable changes to `explabox` will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
-## [1.0.2]
+## [1.0.3]
+### Added
+- Journal of Open Source Software (JOSS) paper
+
+### Fixed
+- Proper exposure of testing functions
+- Documentation update for `compare_metric()`
+
 ### Changed
 - Updated code structure to remove classes from `__init__.py` files
 - Updated copyright notice
@@ -68,7 +75,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - `git` setup
 
 [Unreleased]: https://github.com/MarcelRobeer/explabox
-[1.0.2]: https://pypi.org/project/explabox/1.0.2
+[1.0.3]: https://pypi.org/project/explabox/1.0.3
 [1.0.1]: https://pypi.org/project/explabox/1.0.1
 [1.0.0]: https://pypi.org/project/explabox/1.0.0
 [0.9b6]: https://pypi.org/project/explabox/0.9b6
diff --git a/explabox/_version.py b/explabox/_version.py
index 7574d45..904542b 100644
--- a/explabox/_version.py
+++ b/explabox/_version.py
@@ -13,5 +13,5 @@
 
 """Version information."""
 
-__version_info__ = (1, 0, 2)
+__version_info__ = (1, 0, 3)
 __version__ = ".".join(str(v) for v in __version_info__)
diff --git a/setup.py b/setup.py
index 70378a6..4c55d04 100644
--- a/setup.py
+++ b/setup.py
@@ -44,7 +44,7 @@ def get_tox_reqs(keys):
 
 setuptools.setup(  # type: ignore
     name="explabox",
-    version="1.0.2",
+    version="1.0.3",
     description="Explore/examine/explain/expose your model with the explabox!",
     long_description=long_description,
     long_description_content_type="text/markdown",