diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6d6d286..41ca1ce 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,35 @@
 
 All notable changes to PySS3 will be documented here.
 
+## [0.6.0] 2020-05-24
+
+### Added
+
+PySS3 now fully support multi-label classification! :)
+
+- The ``load_from_files_multilabel()`` function was added to the ``Dataset`` class ([7ece7ce](https://github.com/sergioburdisso/pyss3/commit/7ece7ce), resolved [#6](https://github.com/sergioburdisso/pyss3/issues/6))
+
+- The ``Evaluation`` class now supports multi-label classification (resolved [#5](https://github.com/sergioburdisso/pyss3/issues/5))
+  - Add multi-label support to ``train()/fit()`` ([4d00476](https://github.com/sergioburdisso/pyss3/commit/4d00476))
+  - Add multi-label support to ``Evaluation.test()`` ([0a897dd](https://github.com/sergioburdisso/pyss3/commit/0a897dd))
+  - Add multi-label support to ``show_best and get_best()`` ([ef2419b](https://github.com/sergioburdisso/pyss3/commit/ef2419b))
+  - Add multi-label support to ``kfold_cross_validation()`` ([aacd3a0](https://github.com/sergioburdisso/pyss3/commit/aacd3a0))
+  - Add multi-label support to ``grid_search()`` ([925156d](https://github.com/sergioburdisso/pyss3/commit/925156d), [79f1e9d](https://github.com/sergioburdisso/pyss3/commit/79f1e9d))
+  - Add multi-label support to the 3D Evaluation Plot ([42bbc65](https://github.com/sergioburdisso/pyss3/commit/42bbc65))
+
+- The Live Test tool now supports multi-label classification as well ([15657ee](https://github.com/sergioburdisso/pyss3/commit/15657ee), [b617bb7](https://github.com/sergioburdisso/pyss3/commit/b617bb7), resolved [#9](https://github.com/sergioburdisso/pyss3/issues/9))
+
+- Category names are no longer case-insensitive ([4ec009a](https://github.com/sergioburdisso/pyss3/commit/4ec009a), resolved [#8](https://github.com/sergioburdisso/pyss3/issues/8))
+
+## [0.5.7] 2020-05-05
+
+### Added
+
+- The Live Test Tool now supports custom (user-defined) preprosessing methods ([b50cfaf](https://github.com/sergioburdisso/pyss3/commit/b50cfaf), [7c6b0c6](https://github.com/sergioburdisso/pyss3/commit/7c6b0c6), resolved [#3](https://github.com/sergioburdisso/pyss3/issues/3)).
+
+- The tokenization process was improved ([26fff88](https://github.com/sergioburdisso/pyss3/commit/26fff88), [4af8e80](https://github.com/sergioburdisso/pyss3/commit/4af8e80)).
+
+- The process for recognizing word n-grams during classification was improved ([2ceb148](https://github.com/sergioburdisso/pyss3/commit/2ceb148)).
 
 ## [0.5.5] 2020-03-02
 
diff --git a/docs/about/changelog.rst b/docs/about/changelog.rst
index 736606e..b726515 100644
--- a/docs/about/changelog.rst
+++ b/docs/about/changelog.rst
@@ -6,6 +6,41 @@ Change Log
 
 All notable changes to PySS3 will be documented here.
 
+[0.6.0] 2020-05-24
+==================
+
+Added
+-----
+PySS3 now fully support multi-label classification! :)
+
+- The ``load_from_files_multilabel()`` function was added to the ``Dataset`` class (`7ece7ce <https://github.com/sergioburdisso/pyss3/commit/7ece7ce>`__, resolved `#6 <https://github.com/sergioburdisso/pyss3/issues/6>`__)
+
+- The ``Evaluation`` class now supports multi-label classification (resolved `#5 <https://github.com/sergioburdisso/pyss3/issues/5>`__)
+
+  - Add multi-label support to ``train()/fit()`` (`4d00476 <https://github.com/sergioburdisso/pyss3/commit/4d00476>`__)
+  - Add multi-label support to ``Evaluation.test()`` (`0a897dd <https://github.com/sergioburdisso/pyss3/commit/0a897dd>`__)
+  - Add multi-label support to ``show_best and get_best()`` (`ef2419b <https://github.com/sergioburdisso/pyss3/commit/ef2419b>`__)
+  - Add multi-label support to ``kfold_cross_validation()`` (`aacd3a0 <https://github.com/sergioburdisso/pyss3/commit/aacd3a0>`__)
+  - Add multi-label support to ``grid_search()`` (`925156d <https://github.com/sergioburdisso/pyss3/commit/925156d>`__, `79f1e9d <https://github.com/sergioburdisso/pyss3/commit/79f1e9d>`__)
+  - Add multi-label support to the 3D Evaluation Plot (`42bbc65 <https://github.com/sergioburdisso/pyss3/commit/42bbc65>`__)
+
+- The Live Test tool now supports multi-label classification as well (`15657ee <https://github.com/sergioburdisso/pyss3/commit/15657ee>`__, `b617bb7 <https://github.com/sergioburdisso/pyss3/commit/b617bb7>`__, resolved `#9 <https://github.com/sergioburdisso/pyss3/issues/9>`__)
+
+- Category names are no longer case-insensitive (`4ec009a <https://github.com/sergioburdisso/pyss3/commit/4ec009a>`__, resolved `#8 <https://github.com/sergioburdisso/pyss3/issues/8>`__)
+
+
+[0.5.7] 2020-05-05
+==================
+
+Added
+-----
+
+- The Live Test Tool now supports custom (user-defined) preprosessing methods (`b50cfaf <https://github.com/sergioburdisso/pyss3/commit/b50cfaf>`__, `7c6b0c6 <https://github.com/sergioburdisso/pyss3/commit/7c6b0c6>`__, resolved `#3 <https://github.com/sergioburdisso/pyss3/issues/3>`__).
+
+- The tokenization process was improved (`26fff88 <https://github.com/sergioburdisso/pyss3/commit/26fff88>`__, `4af8e80 <https://github.com/sergioburdisso/pyss3/commit/4af8e80>`__).
+
+- The process for recognizing word n-grams during classification was improved (`2ceb148 <https://github.com/sergioburdisso/pyss3/commit/2ceb148>`__).
+
 
 [0.5.5] 2020-03-02
 ==================
diff --git a/pyss3/__init__.py b/pyss3/__init__.py
index 545802e..2bbd544 100644
--- a/pyss3/__init__.py
+++ b/pyss3/__init__.py
@@ -21,7 +21,7 @@
 from functools import reduce
 from six.moves import xrange
 
-__version__ = "0.5.9"
+__version__ = "0.6.0"
 
 ENCODING = "utf-8"