diff --git a/paper/paper.bib b/paper/paper.bib
index 5a3d49d..2717a89 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -60,7 +60,7 @@ @article{Liu2024Aug
 
 @article{Shostack2024Mar,
 	author = {Shostack, Adam},
-	title = {{The boy who survived: Removing harry potter from an llm is harder than reported}},
+	title = {{The boy who survived: Removing Harry Potter from an LLM is harder than reported}},
 	journal = {arXiv},
 	year = {2024},
 	month = mar,