diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 5c74e71c2..ffcce0289 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -1,6 +1,37 @@
 Changelog
 =========
 
+0.3.4 (2017-04-17)
+------------------
+
+Changes:
+
+- Improved and expanded calculation of basic counts and readability statistics in ``text_stats`` module.
+    - Added a ``TextStats()`` class for more convenient, granular access to individual values. See usage docs for more info. When calculating, say, just one readability statistic, performance with this class should be slightly better; if calculating _all_ statistics, performance is worse owing to unavoidable, added overhead in Python for variable lookups. The legacy function ``text_stats.readability_stats()`` still exists and behaves as before, but a deprecation warning is displayed.
+    - Added functions for calculating Wiener Sachtextformel (PR #77), LIX, and GULPease readability statistics.
+    - Added number of long words and number of monosyllabic words to basic counts.
+- Clarified the need for having spacy models installed for most use cases of textacy, in addition to just the spacy package.
+    - README updated with comments on this, including links to more extensive spacy documentation. (Issues #66 and #68)
+    - Added a function, ``compat.get_config()`` that includes information about which (if any) spacy models are installed.
+    - Recent changes to spacy, including a warning message, will also make model problems more apaprent.
+- Added an ``ngrams`` parameter to ``keyterms.sgrank()``, allowing for more flexibility in specifying valid keyterm candidates for the algorithm. (PR #75)
+- Dropped dependency on ``fuzzywuzzy`` package, replacing usage of ``fuzz.token_sort_ratio()`` with a textacy equivalent in order to avoid license incompatibilities. As a bonus, the new code seems to perform faster! (Issue #62)
+    - Note: Outputs are now floats in [0.0, 1.0], consistent with other similarity functions, whereas before outputs were ints in [0, 100]. This has implications for ``match_threshold`` values passed to ``similarity.jaccard()``; a warning is displayed and the conversion is performed automatically, for now.
+- A MANIFEST.in file was added to include docs, tests, and distribution files in the source distribution. This is just good practice. (PR #65)
+
+Bugfixes:
+
+- Known acronym-definition pairs are now properly handled in ``extract.acronyms_and_definitions()`` (Issue #61)
+- WikiReader no longer crashes on null page element content while parsing (PR #64)
+- Fixed a rare but perfectly legal edge case exception in ``keyterms.sgrank()``, and added a window width sanity check. (Issue #72)
+- Fixed assignment of 2-letter language codes to ``Doc`` and ``Corpus`` objects when the lang parameter is specified as a full spacy model name.
+- Replaced several leftover print statements with proper logging functions.
+
+Contributors:
+
+Big thanks to @oroszgy, @rolando, @covuworie, and @RolandColored for the pull requests!
+
+
 0.3.3 (2017-02-10)
 ------------------
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 0a2a960ae..d5e31876f 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -67,7 +67,7 @@
 # The short X.Y version.
 version = '0.3'
 # The full version, including alpha/beta/rc tags.
-release = '0.3.3'
+release = '0.3.4'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/setup.py b/setup.py
index 4f54f6619..a886cd768 100644
--- a/setup.py
+++ b/setup.py
@@ -43,7 +43,7 @@ def read_file(fname, encoding='utf-8'):
 
 setup(
     name='textacy',
-    version='0.3.3',
+    version='0.3.4',
     description='Higher-level text processing, built on spaCy',
     long_description=read_file('README.rst'),
 
diff --git a/textacy/__init__.py b/textacy/__init__.py
index e2843c290..bc0d36042 100644
--- a/textacy/__init__.py
+++ b/textacy/__init__.py
@@ -4,7 +4,7 @@
 import os
 import pkgutil
 
-__version__ = '0.3.3'
+__version__ = '0.3.4'
 __resources_dir__ = os.path.join(
     os.path.dirname(pkgutil.get_loader('textacy').get_filename()),
     'resources')