Update README.md

README.md

@@ -53,6 +53,10 @@ tags:
 - conversational-search-engine
 ---
 
+[![arXiv](https://img.shields.io/badge/arXiv-2506.11097-b31b1b.svg)](https://arxiv.org/abs/2506.11097) 
+
+NeurIPS Datasets & Benchmarks 2025 
+
 ## Dataset Summary
 
 **C-SEO Bench** is a benchmark designed to evaluate conversational search engine optimization (C-SEO) techniques across two common tasks: **product recommendation** and **question answering**. Each task spans multiple domains to assess domain-specific effects and generalization ability of C-SEO methods.
@@ -91,7 +95,14 @@ Developed at [Parameter Lab](https://parameterlab.de/) with the support of [Nave
 If this work is useful for you, please consider citing it
 
 ```
-TODO
+@misc{puerto2025cseo,
+    title={C-SEO Bench: Does Conversational SEO Work?},
+    author={Haritz Puerto and Martin Gubri and Tommaso Green and Seong Joon Oh and Sangdoo Yun},
+    year={2025},
+    eprint={2506.11097},
+    archivePrefix={arXiv},
+    primaryClass={cs.CL}
+}
 ```
 
 ✉️ Contact person: Haritz Puerto, haritz.puerto@tu-darmstadt.de