diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 788fdb4..35d690e 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -27,3 +27,6 @@ jobs:
     - name: Test with pytest
       run: |
         pipenv run test
+    - name: Test package build and install
+      run: |
+        pip install .
diff --git a/.gitignore b/.gitignore
index b0edf4e..74be22c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -182,12 +182,12 @@ Temporary Items
 ### VirtualEnv template
 # Virtualenv
 # http://iamzed.com/2009/05/07/a-primer-on-virtualenv/
-[Bb]in
-[Ii]nclude
-[Ll]ib
-[Ll]ib64
-[Ll]ocal
-[Ss]cripts
+*/[Bb]in/
+*/[Ii]nclude/
+*/[Ll]ib/
+*/[Ll]ib64/
+*/[Ll]ocal/
+*/[Ss]cripts/
 pyvenv.cfg
 .venv
 pip-selfcheck.json
diff --git a/Pipfile b/Pipfile
index cef4773..1866c16 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,6 +10,11 @@ flake8 = "*"
 pytest-cov = "*"
 isort = "*"
 
+# For `publish` script.
+build = "*"
+twine = "*"
+setuptools_scm = "*"
+
 [packages]
 numpy = "*"
 scikit-learn = "*"
@@ -21,3 +26,4 @@ python_version = "3.8"
 isort = "isort . -c"
 test = "pytest tests/test_scheme.py tests/test_reporters.py tests/test_v1.py --cov=seqeval --cov-report=term-missing -vv"
 flake8 = "flake8 seqeval --ignore=F401,E741"
+publish = "python scripts/publish.py"
diff --git a/Pipfile.lock b/Pipfile.lock
index b2a9257..9f20db1 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "ed3e34c865fd90593db1c52563d09c3f8328d8821cec176a467fcf2b3a7da7fa"
+            "sha256": "7f57cfbaa130d06be0005a3d509061fda8f00c9608e135b7e07150e25f682683"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,261 +18,827 @@
     "default": {
         "joblib": {
             "hashes": [
-                "sha256:698c311779f347cf6b7e6b8a39bb682277b8ee4aba8cf9507bc0cf4cd4737b72",
-                "sha256:9e284edd6be6b71883a63c9b7f124738a3c16195513ad940eae7e3438de885d5"
+                "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6",
+                "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.17.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.4.2"
         },
         "numpy": {
             "hashes": [
-                "sha256:04c7d4ebc5ff93d9822075ddb1751ff392a4375e5885299445fcebf877f179d5",
-                "sha256:0bfd85053d1e9f60234f28f63d4a5147ada7f432943c113a11afcf3e65d9d4c8",
-                "sha256:0c66da1d202c52051625e55a249da35b31f65a81cb56e4c69af0dfb8fb0125bf",
-                "sha256:0d310730e1e793527065ad7dde736197b705d0e4c9999775f212b03c44a8484c",
-                "sha256:1669ec8e42f169ff715a904c9b2105b6640f3f2a4c4c2cb4920ae8b2785dac65",
-                "sha256:2117536e968abb7357d34d754e3733b0d7113d4c9f1d921f21a3d96dec5ff716",
-                "sha256:3733640466733441295b0d6d3dcbf8e1ffa7e897d4d82903169529fd3386919a",
-                "sha256:4339741994c775396e1a274dba3609c69ab0f16056c1077f18979bec2a2c2e6e",
-                "sha256:51ee93e1fac3fe08ef54ff1c7f329db64d8a9c5557e6c8e908be9497ac76374b",
-                "sha256:54045b198aebf41bf6bf4088012777c1d11703bf74461d70cd350c0af2182e45",
-                "sha256:58d66a6b3b55178a1f8a5fe98df26ace76260a70de694d99577ddeab7eaa9a9d",
-                "sha256:59f3d687faea7a4f7f93bd9665e5b102f32f3fa28514f15b126f099b7997203d",
-                "sha256:62139af94728d22350a571b7c82795b9d59be77fc162414ada6c8b6a10ef5d02",
-                "sha256:7118f0a9f2f617f921ec7d278d981244ba83c85eea197be7c5a4f84af80a9c3c",
-                "sha256:7c6646314291d8f5ea900a7ea9c4261f834b5b62159ba2abe3836f4fa6705526",
-                "sha256:967c92435f0b3ba37a4257c48b8715b76741410467e2bdb1097e8391fccfae15",
-                "sha256:9a3001248b9231ed73894c773142658bab914645261275f675d86c290c37f66d",
-                "sha256:aba1d5daf1144b956bc87ffb87966791f5e9f3e1f6fab3d7f581db1f5b598f7a",
-                "sha256:addaa551b298052c16885fc70408d3848d4e2e7352de4e7a1e13e691abc734c1",
-                "sha256:b594f76771bc7fc8a044c5ba303427ee67c17a09b36e1fa32bde82f5c419d17a",
-                "sha256:c35a01777f81e7333bcf276b605f39c872e28295441c265cd0c860f4b40148c1",
-                "sha256:cebd4f4e64cfe87f2039e4725781f6326a61f095bc77b3716502bed812b385a9",
-                "sha256:d526fa58ae4aead839161535d59ea9565863bb0b0bdb3cc63214613fb16aced4",
-                "sha256:d7ac33585e1f09e7345aa902c281bd777fdb792432d27fca857f39b70e5dd31c",
-                "sha256:e6ddbdc5113628f15de7e4911c02aed74a4ccff531842c583e5032f6e5a179bd",
-                "sha256:eb25c381d168daf351147713f49c626030dcff7a393d5caa62515d415a6071d8"
+                "sha256:04640dab83f7c6c85abf9cd729c5b65f1ebd0ccf9de90b270cd61935eef0197f",
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+                "sha256:222e40d0e2548690405b0b3c7b21d1169117391c2e82c378467ef9ab4c8f0da7",
+                "sha256:2541312fbf09977f3b3ad449c4e5f4bb55d0dbf79226d7724211acc905049400",
+                "sha256:31f13e25b4e304632a4619d0e0777662c2ffea99fcae2029556b17d8ff958aef",
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+                "sha256:692f2e0f55794943c5bfff12b3f56f99af76f902fc47487bdfe97856de51a706",
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+                "sha256:95f7ac6540e95bc440ad77f56e520da5bf877f87dca58bd095288dce8940532a",
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+                "sha256:b7b1fc9864d7d39e28f41d089bfd6353cb5f27ecd9905348c24187a768c79694",
+                "sha256:befe2bf740fd8373cf56149a5c23a0f601e82869598d41f8e188a0e9869926f8",
+                "sha256:c0bfb52d2169d58c1cdb8cc1f16989101639b34c7d3ce60ed70b19c63eba0b64",
+                "sha256:d11efb4dbecbdf22508d55e48d9c8384db795e1b7b51ea735289ff96613ff74d",
+                "sha256:dd80e219fd4c71fc3699fc1dadac5dcf4fd882bfc6f7ec53d30fa197b8ee22dc",
+                "sha256:e2926dac25b313635e4d6cf4dc4e51c8c0ebfed60b801c799ffc4c32bf3d1254",
+                "sha256:e98f220aa76ca2a977fe435f5b04d7b3470c0a2e6312907b37ba6068f26787f2",
+                "sha256:ed094d4f0c177b1b8e7aa9cba7d6ceed51c0e569a5318ac0ca9a090680a6a1b1",
+                "sha256:f136bab9c2cfd8da131132c2cf6cc27331dd6fae65f95f69dcd4ae3c3639c810",
+                "sha256:f3a86ed21e4f87050382c7bc96571755193c4c1392490744ac73d660e8f564a9"
             ],
             "index": "pypi",
-            "version": "==1.19.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.24.4"
         },
         "scikit-learn": {
             "hashes": [
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             ],
             "index": "pypi",
-            "version": "==0.23.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.3.2"
         },
         "scipy": {
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+                "sha256:fae8a7b898c42dffe3f7361c40d5952b6bf32d10c4569098d276b4c547905ee1"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.5.2"
+            "markers": "python_version < '3.12' and python_version >= '3.8'",
+            "version": "==1.10.1"
         },
         "threadpoolctl": {
             "hashes": [
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+                "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.1.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.5.0"
         }
     },
     "develop": {
-        "attrs": {
+        "autopep8": {
             "hashes": [
-                "sha256:26b54ddbbb9ee1d34d5d3668dd37d6cf74990ab23c828c2888dccdceee395594",
-                "sha256:fce7fc47dfc976152e82d53ff92fa0407700c21acd20886a13777a0d20e655dc"
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+                "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98",
+                "sha256:8d57ca8095a641b8237d5b079147646153d22552f1c637fd3ba7f4b0b29167a8",
+                "sha256:8dd28b3e155b80f4d54beb40a441d366adcfe740969820caf156c019fb5c7ec4",
+                "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281",
+                "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744",
+                "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69",
+                "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13",
+                "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140",
+                "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e",
+                "sha256:c954d2250168d28797dd4e3ac5cf812a406cd5a92674ee4c8f123c889786aa8e",
+                "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc",
+                "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff",
+                "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec",
+                "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2",
+                "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222",
+                "sha256:e59e304978767a54663af13c07b3d1af22ddee3bb2fb0618ca1593e4f593a106",
+                "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272",
+                "sha256:ece47d672db52ac607a3d9599a9d48dcb2f2f735c6c2d1f34130085bb12b112a",
+                "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.2.1"
+        },
+        "twine": {
+            "hashes": [
+                "sha256:215dbe7b4b94c2c50a7315c0275d2258399280fbb7d04182c7e55e24b5f93997",
+                "sha256:9aa0825139c02b3434d913545c7b847a21c835e11597f5255842d457da2322db"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==5.1.1"
+        },
+        "typing-extensions": {
+            "hashes": [
+                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
+                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.12.2"
+        },
+        "urllib3": {
+            "hashes": [
+                "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac",
+                "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==2.2.3"
         },
-        "toml": {
+        "zipp": {
             "hashes": [
-                "sha256:926b612be1e5ce0634a2ca03470f95169cf16f939018233a670519cb4ac58b0f",
-                "sha256:bda89d5935c2eac546d648028b9901107a595863cb36bae0c73ac804a9b4ce88"
+                "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350",
+                "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"
             ],
-            "version": "==0.10.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.20.2"
         }
     }
 }
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..817fe01
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,5 @@
+[build-system]
+requires = ["setuptools", "setuptools_scm"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools_scm]
diff --git a/scripts/publish.py b/scripts/publish.py
new file mode 100644
index 0000000..f10f759
--- /dev/null
+++ b/scripts/publish.py
@@ -0,0 +1,25 @@
+# /// script
+# requires-python = ">=3.9"
+# dependencies = [
+#   "build",
+#   "twine",
+# ]
+# ///
+import glob
+import itertools
+import subprocess
+from pathlib import Path
+
+
+def publish():
+    subprocess.run(["pyproject-build", "."], check=True)
+    dists = list(
+        itertools.chain.from_iterable(
+            Path("dist").glob(dist_glob) for dist_glob in ("*.tar.gz", "*.whl")
+        )
+    )
+    subprocess.run(["twine", "upload"] + dists, check=True)
+
+
+if __name__ == "__main__":
+    publish()
diff --git a/setup.py b/setup.py
index bd36f8f..45b60fc 100644
--- a/setup.py
+++ b/setup.py
@@ -19,15 +19,13 @@
     long_description = '\n' + f.read()
 
 if sys.argv[-1] == 'publish':
-    os.system('python setup.py sdist bdist_wheel upload')
-    sys.exit()
+    sys.exit("After running `pipenv install --dev`, you can use `pipenv run publish` instead.")
 
 required = ['numpy>=1.14.0', 'scikit-learn>=0.21.3']
 
 setup(
     name=NAME,
     use_scm_version=True,
-    setup_requires=['setuptools_scm'],
     description=DESCRIPTION,
     long_description=long_description,
     long_description_content_type='text/markdown',