diff --git a/CITATION.bib b/CITATION.bib
deleted file mode 100644
index ff417c873c..0000000000
--- a/CITATION.bib
+++ /dev/null
@@ -1,10 +0,0 @@
-@article{pymc2023,
-  title={PyMC: A Modern and Comprehensive Probabilistic Programming Framework in Python},
-  author={Abril-Pla Oriol and Andreani Virgile and Carroll Colin and Dong Larry and Fonnesbeck Christopher J. and Kochurov Maxim and Kumar Ravin and Lao Jupeng and Luhmann Christian C. and Martin Osvaldo A. and Osthege Michael and Vieira Ricardo and Wiecki Thomas and Zinkov Robert},
-  journal = {{PeerJ} Computer Science},
-  publisher = {{PeerJ}},
-  volume={9},
-  pages={e1516},
-  year={2023},
-  doi={10.7717/peerj-cs.1516}
-}
diff --git a/CITATION.cff b/CITATION.cff
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+++ b/CITATION.cff
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+cff-version: 1.2.0
+message: If you use this software, please cite it using the metadata from this file.
+title: PyMC
+authors:
+  - name: PyMC-Devs
+repository-code: "https://github.com/pymc-devs/pymc"
+url: "https://www.pymc.io"
+abstract: Bayesian Modeling and Probabilistic Programming in Python
+license: Apache-2.0
+
+preferred-citation:
+  type: article
+  title: "PyMC: a modern, and comprehensive probabilistic programming framework in Python"
+  journal: PeerJ Comput. Sci.
+  database: peerj.com
+  issn: 2376-5992
+  languages:
+    - en
+  pages: e1516
+  volume: 9
+  url: "https://peerj.com/articles/cs-1516"
+  date-published: 2023-09-01
+  doi: 10.7717/peerj-cs.1516
+  authors:
+    - family-names: Abril-Pla
+      given-names: Oriol
+    - family-names: Andreani
+      given-names: Virgile
+    - family-names: Carroll
+      given-names: Colin
+    - family-names: Dong
+      given-names: Larry
+    - family-names: Fonnesbeck
+      given-names: Christopher J.
+    - family-names: Kochurov
+      given-names: Maxim
+    - family-names: Kumar
+      given-names: Ravin
+    - family-names: Lao
+      given-names: Junpeng
+    - family-names: Luhmann
+      given-names: Christian C.
+    - family-names: Martin
+      given-names: Osvaldo A.
+    - family-names: Osthege
+      given-names: Michael
+    - family-names: Vieira
+      given-names: Ricardo
+    - family-names: Wiecki
+      given-names: Thomas
+    - family-names: Zinkov
+      given-names: Robert