diff --git a/_publications/2025/2025-stage-L3.md b/_publications/2025/2025-stage-L3.md
index 6cdeba2..d43a498 100644
--- a/_publications/2025/2025-stage-L3.md
+++ b/_publications/2025/2025-stage-L3.md
@@ -19,5 +19,5 @@ authors:
   - Niamh Clarke
   - Stéphane Heuraux
 links:
-  Extrait du rapport: https://alocoq.fr/assets/docs/Stage-L3-preview.pdf
+  Extrait du rapport: https://alocoq.fr/assets/docs/Stage_L3_preview.pdf
 ---