diff --git a/README.md b/README.md
index ed3549d..8ed2fd1 100644
--- a/README.md
+++ b/README.md
@@ -118,9 +118,10 @@ datasets!
 
 ```bibtex
 @article{ivanova2024elements,
-  author    = {Ivanova, Anna and Sathe, Aalok and Lipkin, Benjamin and Kumar, Unnathi and Radkani, Setayesh and Clark, Thomas H and Kauf, Carina and Hu, Jennifer and RT, Pramod and Grand, Gabriel and Paulun, Vivian and Ryskina, Maria and Akyurek, Ekin and Wilcox, Ethan and Rashid, Nafisa and Choshen, Leshem and Levy, Roger and Fedorenko, Evelina and Tenenbaum, Josh and Andreas, Jacob},
-  title     = {Elements of World Knowledge (EWoK): A cognition-inspired framework for evaluating basic world knowledge in language models},
-  journal   = {arXiv},
-  year      = {2024},
+  title={Elements of World Knowledge (EWOK): A cognition-inspired framework for evaluating basic world knowledge in language models},
+  author={Anna A. Ivanova and Aalok Sathe and Benjamin Lipkin and Unnathi Kumar and Setayesh Radkani and Thomas H. Clark and Carina Kauf and Jennifer Hu and R. T. Pramod and Gabriel Grand and Vivian Paulun and Maria Ryskina and Ekin Akyurek and Ethan Wilcox and Nafisa Rashid and Leshem Choshen and Roger Levy and Evelina Fedorenko and Joshua Tenenbaum and Jacob Andreas},
+  journal={arXiv preprint arXiv:2405.09605},
+  year={2024},
+  url={https://arxiv.org/abs/2405.09605}
 }
 ```