Update README.md

README.md

@@ -42,14 +42,14 @@ extra_gated_button_content: Submit
 
 ## Links
  - 📊 [Website and Leaderboard](https://huggingface.co/spaces/jkhouja/lingoly-too)
- - Paper (coming soon)
+ - 📎 [Paper](https://arxiv.org/abs/2503.02972)
  - 🧩 [Repo](https://github.com/jkhouja/L2)
 
 ## Summary
-LingOly-TOO (L2) is a challenging reasoning benchmark designed to minimize the chance of answering by guessing. It is developed by rewriting (obfuscating) parts of questions and answers so that the chance of leakage in training data is minimum.
+LingOly-TOO (L2) is a challenging linguistics reasoning benchmark designed to counteracts answering without reasoning (e.g. by guessing or memorizing answers).
 
 ## Dataset format
-LingOly-TOO benchmark was created by generating up to 6 obfuscations per problem for 82 problems source from original LingOly benchmark.
+LingOly-TOO benchmark was created by generating up to 6 obfuscations per problem for 82 problems source from original LingOly benchmark. Dataset contains over 1200 question answer pairs. Some answers consists of multiple parts.
 
 ```python
 {'question_n':            # The question number in the problem
@@ -65,14 +65,14 @@ LingOly-TOO benchmark was created by generating up to 6 obfuscations per problem
 
 ## Citation
 ```
-@article{khouja2025lingolytoo,
+@article{khouja2025lingolytoodisentanglingmemorisationreasoning,
       title={LINGOLY-TOO: Disentangling Memorisation from Reasoning with Linguistic Templatisation and Orthographic Obfuscation}, 
-      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},
+      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=,
+      eprint={2503.02972},
       archivePrefix={arXiv},
       primaryClass={cs.CL},
-      url=, 
+      url={https://arxiv.org/abs/2503.02972}, 
 }
 
 ```