diff --git a/.github/workflows/run-tests.yml b/.github/workflows/run-tests.yml
index fe225038..a9386d0f 100644
--- a/.github/workflows/run-tests.yml
+++ b/.github/workflows/run-tests.yml
@@ -9,7 +9,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [3.5, 3.6, 3.7, 3.8, 3.9, "3.10"]
+        python-version: [3.5, 3.6, 3.7, 3.8, 3.9, "3.10", "3.11.0-alpha.4"]
         os: [ubuntu-latest]
 
     steps:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 023d98fe..fda203ce 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,9 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
 
 - [Short description of non-trivial change.]
 
+### Added
+- Explicit support for Python 3.11 (PR #164)
+
 ### Changed
 - The logging behavior have been completely reviewed, now using only TRACE and DEBUG levels (PR #163)
 
diff --git a/setup.py b/setup.py
index 13c6d4f0..dd72293f 100644
--- a/setup.py
+++ b/setup.py
@@ -73,6 +73,7 @@ def get_version():
         'Programming Language :: Python :: 3.8',
         'Programming Language :: Python :: 3.9',
         'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11',
         'Topic :: Text Processing :: Linguistic',
         'Topic :: Utilities',
         'Programming Language :: Python :: Implementation :: PyPy',