diff --git a/citation.cff b/citation.cff
index 89631f9..10b70c6 100644
--- a/citation.cff
+++ b/citation.cff
@@ -1,49 +1,26 @@
-# This CITATION.cff file was generated with cffinit.
-# Visit https://bit.ly/cffinit to generate yours today!
-
-cff-version: 1.2.0
-title: "Augmenty: The cherry on top of your NLP pipeline"
-message: "If you use this software, please cite it as below."
-type: software
+cff-version: "1.2.0"
 authors:
+- family-names: Enevoldsen
+  given-names: Kenneth
+  orcid: "https://orcid.org/0000-0001-8733-0966"
+doi: 10.5281/zenodo.11002422
+message: If you use this software, please cite our article in the
+  Journal of Open Source Software.
+preferred-citation:
+  authors:
   - family-names: Enevoldsen
     given-names: Kenneth
     orcid: "https://orcid.org/0000-0001-8733-0966"
-identifiers:
-  - type: url
-    value: "https://arxiv.org/abs/2312.05520"
-    description: Arxiv URL
-  - type: doi
-    value: 10.5281/zenodo.6675315
-    description: Zonedo DOI
-repository-code: "https://github.com/KennethEnevoldsen/augmenty"
-url: "https://kennethenevoldsen.github.io/augmenty/"
-abstract: >-
-  Augmnety is a Python library for structured text
-  augmentation. It is built on top of spaCy and allows for
-  augmentation of both the text and its annotations.
-  Augmenty provides a wide range of augmenters which can be
-  combined in a flexible manner to create complex
-  augmentation pipelines. It also includes a set of
-  primitives that can be used to create custom augmenters
-  such as word replacement augmenters. This functionality
-  allows for augmentations within a range of applications
-  such as named entity recognition (NER), part-of-speech
-  tagging, and dependency parsing.
-keywords:
-  - nlp
-  - augmentation
-  - spacy
-  - natural language processing
-license: MIT
-version: 1.4.2
-date-released: "2023-12-09"
-preferred-citation:
-  type: article
+  date-published: 2024-04-27
+  doi: 10.21105/joss.06370
+  issn: 2475-9066
+  issue: 96
+  journal: Journal of Open Source Software
+  publisher:
+    name: Open Journals
+  start: 6370
   title: "Augmenty: A Python Library for Structured Text Augmentation"
-  url: "https://arxiv.org/abs/2312.05520"
-  year: 2023
-  authors:
-    - family-names: "Enevoldsen"
-      given-names: "Kenneth"
-      orcid: "https://orcid.org/0000-0001-8733-0966"
+  type: article
+  url: "https://joss.theoj.org/papers/10.21105/joss.06370"
+  volume: 9
+title: "Augmenty: A Python Library for Structured Text Augmentation"