diff --git a/cluster-trace-gpu-v2023/README.md b/cluster-trace-gpu-v2023/README.md
index b8c2df0..9bf7de4 100644
--- a/cluster-trace-gpu-v2023/README.md
+++ b/cluster-trace-gpu-v2023/README.md
@@ -75,8 +75,8 @@ Please cite our paper if it is helpful to your research.
     author = {Qizhen Weng and Lingyun Yang and Yinghao Yu and Wei Wang and Xiaochuan Tang and Guodong Yang and Liping Zhang},
     booktitle = {2023 {USENIX} Annual Technical Conference},
     year = {2023},
-    series = {{USENIX} {ATC} '23}
+    series = {{USENIX} {ATC} '23},
     url = {https://www.usenix.org/conference/atc23/presentation/weng},
-    publisher = {{USENIX} Association},
+    publisher = {{USENIX} Association}
 }
-```
\ No newline at end of file
+```