Update content.py

content.py

@@ -22,6 +22,9 @@ Our analysis of major LLMs reveals that knowledge infusion **operates differentl
 often resulting in **multiple partial cutoff points** rather than a single sharp boundary. **Provider-declared
 cutoffs** and model self-reports **frequently diverge** from empirically detected boundaries by months or even
 years, underscoring the necessity of independent empirical validation.
+
+We describe our methodology in https://arxiv.org/pdf/2511.12116.
+
 """
 
 # Section above the leaderboard table