Update README.md

README.md

@@ -22,12 +22,30 @@ dataset_info:
 
 # CharBench - Character-level benchmark and analysis suite for LLMs. 
 
-Code is available in the [GitHub Repo](https://github.com/omriuz/CharBench/)
+Code is available in the [GitHub Repo.](https://github.com/omriuz/CharBench/)
 
-CharBench is a large-scale benchmark for studying tokenization and character-level behavior in modern language models. It provides:
+CharBench is a large-scale benchmark for studying tokenization and character-level behavior in modern language models.
+
+For complete details on data curation and evaluation, see the [paper](https://arxiv.org/abs/2508.02591).
 
 ## Usage
 
 ```python
 from datasets import load_dataset
-ds = load_dataset("omriuz/CharBench")
+ds = load_dataset("omriuz/CharBench")
+```
+
+## Citation
+
+If you use CharBench, please cite:
+```
+@misc{uzan2025charbenchevaluatingroletokenization,
+      title={CharBench: Evaluating the Role of Tokenization in Character-Level Tasks}, 
+      author={Omri Uzan and Yuval Pinter},
+      year={2025},
+      eprint={2508.02591},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2508.02591}, 
+}
+```