diff --git a/Makefile b/Makefile
index 865bf44c5..6c0a59ba8 100644
--- a/Makefile
+++ b/Makefile
@@ -5,7 +5,7 @@ VENV := ./env$(PYVER)
 version := $(shell "bin/get-version.sh")
 
 dist/spacy-$(version).pex : wheelhouse/spacy-$(version).stamp
-	$(VENV)/bin/pex -f ./wheelhouse --no-index --disable-cache -m spacy -o $@ spacy==$(version) jsonschema spacy-lookups-data jieba pkuseg==0.0.22 sudachipy sudachidict_core
+	$(VENV)/bin/pex -f ./wheelhouse --no-index --disable-cache -m spacy -o $@ spacy==$(version) jsonschema spacy-lookups-data jieba pkuseg==0.0.25 sudachipy sudachidict_core
 	chmod a+rx $@
 	cp $@ dist/spacy.pex
 
@@ -15,7 +15,7 @@ dist/pytest.pex : wheelhouse/pytest-*.whl
 
 wheelhouse/spacy-$(version).stamp : $(VENV)/bin/pex setup.py spacy/*.py* spacy/*/*.py*
 	$(VENV)/bin/pip wheel . -w ./wheelhouse
-	$(VENV)/bin/pip wheel jsonschema spacy-lookups-data jieba pkuseg==0.0.22 sudachipy sudachidict_core -w ./wheelhouse
+	$(VENV)/bin/pip wheel jsonschema spacy-lookups-data jieba pkuseg==0.0.25 sudachipy sudachidict_core -w ./wheelhouse
 	touch $@
 
 wheelhouse/pytest-%.whl : $(VENV)/bin/pex
diff --git a/spacy/lang/zh/__init__.py b/spacy/lang/zh/__init__.py
index 9d1cb71a7..9f8a82c10 100644
--- a/spacy/lang/zh/__init__.py
+++ b/spacy/lang/zh/__init__.py
@@ -16,7 +16,7 @@ from .tag_map import TAG_MAP
 from ... import util
 
 
-_PKUSEG_INSTALL_MSG = "install it with `pip install pkuseg==0.0.22` or from https://github.com/lancopku/pkuseg-python"
+_PKUSEG_INSTALL_MSG = "install it with `pip install pkuseg==0.0.25` or from https://github.com/lancopku/pkuseg-python"
 
 
 def try_jieba_import(use_jieba):
diff --git a/website/docs/usage/models.md b/website/docs/usage/models.md
index b11e6347a..cc65dad68 100644
--- a/website/docs/usage/models.md
+++ b/website/docs/usage/models.md
@@ -117,18 +117,6 @@ The Chinese language class supports three word segmentation options:
    better segmentation for Chinese OntoNotes and the new
    [Chinese models](/models/zh).
 
-<Infobox variant="warning">
-
-Note that [`pkuseg`](https://github.com/lancopku/pkuseg-python) doesn't yet ship
-with pre-compiled wheels for Python 3.8. If you're running Python 3.8, you can
-install it from our fork and compile it locally:
-
-```bash
-$ pip install https://github.com/honnibal/pkuseg-python/archive/master.zip
-```
-
-</Infobox>
-
 <Accordion title="Details on spaCy's PKUSeg API">
 
 The `meta` argument of the `Chinese` language class supports the following