diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5fb72f04..5c85c8de 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,7 +12,7 @@ repos:
     hooks:
     -   id: black
 -   repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.15.16'
+    rev: 'v0.15.18'
     hooks:
         - id: ruff
           args: [--fix, --exit-non-zero-on-fix]
diff --git a/README.md b/README.md
index f1985dea..b63a0c91 100644
--- a/README.md
+++ b/README.md
@@ -277,13 +277,13 @@ If you found Bergson useful in your research, please cite us:
 
 ```bibtex
 @misc{quirke2026bergsonopensourcelibrary,
-      title={Bergson: An Open Source Library for Data Attribution}, 
+      title={Bergson: An Open Source Library for Data Attribution},
       author={Lucia Quirke and Louis Jaburi and David Johnston and William Z. Li and Gonçalo Paulo and Guillaume Martres and Girish Gupta and Stella Biderman and Nora Belrose},
       year={2026},
       eprint={2606.11660},
       archivePrefix={arXiv},
       primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2606.11660}, 
+      url={https://arxiv.org/abs/2606.11660},
 }
 ```