Update paper link and citation

data_loader.py

@@ -55,7 +55,7 @@ COMMON = """
 
 
 # Define constants for the links
-PAPER_LINK = "https://github.com/jkhouja/L2"
+PAPER_LINK = "https://arxiv.org/abs/2503.02972"
 CODE_LINK = "https://github.com/jkhouja/L2"
 BLOG_LINK = "https://github.com/jkhouja/L2"
 DATASET_LINK = "https://huggingface.co/datasets/jkhouja/LingOly-TOO"
@@ -430,13 +430,16 @@ METHODOLOGY = """
 
 <div class="section-divider"></div>
     <h1 class="section-title">Citation</h2>
-    <div class="bibtex-citation" style="font-family: monospace; white-space: pre; padding: 1em; background-color: rgba(128, 128, 128, 0.1); border: 1px solid rgba(128, 128, 128, 0.2); border-radius: 4px; color: currentColor;">@article{lingoly-too2025,
-    author = {Khouja, Jude and Korgul, Karolina and Hellsten, Simeon and Yang, Lingyi 
-    and Neacșu, Vlad A. and Mayne, Harry and Kearns, Ryan O. and Bean, Andrew M. and Mahdi, Adam},
-    title = {LINGOLY-TOO: Disentangling Memorisation from Reasoning with Linguistic Templatisation and Orthographic Obfuscation},
-    year = {2025},
-    primaryClass={cs.CL},
-    archivePrefix=,
+    <div class="bibtex-citation" style="font-family: monospace; white-space: pre; padding: 1em; background-color: rgba(128, 128, 128, 0.1); border: 1px solid rgba(128, 128, 128, 0.2); border-radius: 4px; color: currentColor;">
+    @misc{khouja2025lingolytoodisentanglingmemorisationreasoning,
+      title={LINGOLY-TOO: Disentangling Memorisation from Reasoning with Linguistic Templatisation and Orthographic Obfuscation},
+      author={Jude Khouja and Karolina Korgul and Simi Hellsten and Lingyi Yang and Vlad Neacs and Harry Mayne and Ryan Kearns and Andrew Bean and Adam Mahdi},
+      year={2025},
+      eprint={2503.02972},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2503.02972},
+}
 }</div>
 
 """