Revise dataset card: logo header, verified citation, paper/GitHub links

README.md

@@ -45,7 +45,24 @@ configs:
     path: data/statistics.jsonl
 ---
 
-# ARC-Bench
+<p align="center">
+  <img src="assets/logo.png" width="700" alt="AutoResearchClaw Logo">
+</p>
+
+<h2 align="center"><b>ARC-Bench: An Open-Ended Autonomous-Research Benchmark Across Five Scientific Domains</b></h2>
+
+<p align="center">
+  The benchmark released with <a href="https://arxiv.org/abs/2605.20025"><i>AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration</i></a>.
+</p>
+
+<p align="center">
+  <a href="https://arxiv.org/abs/2605.20025"><img src="https://img.shields.io/badge/arXiv-2605.20025-b31b1b?logo=arxiv&logoColor=white" alt="arXiv"></a>
+  <a href="https://huggingface.co/papers/2605.20025"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Paper-2605.20025-yellow" alt="HF Paper"></a>
+  <a href="https://github.com/aiming-lab/AutoResearchClaw"><img src="https://img.shields.io/badge/GitHub-AutoResearchClaw-181717?logo=github" alt="GitHub"></a>
+  <a href="LICENSE"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="MIT License"></a>
+</p>
+
+---
 
 **ARC-Bench** is a **55-topic, open-ended autonomous-research benchmark** spanning
 five scientific domains. Each topic is not a fixed-input/fixed-output task — it is a
@@ -164,20 +181,30 @@ credited when reporting domain results:
 
 ## Links
 
-- **Code / harness:** <https://github.com/aiming-lab/AutoResearchClaw>
-- **Paper page:** <https://huggingface.co/papers/2605.20025>
+- 💻 **Code / harness:** <https://github.com/aiming-lab/AutoResearchClaw>
+- 📄 **Paper (arXiv):** <https://arxiv.org/abs/2605.20025>
+- 🤗 **Paper page:** <https://huggingface.co/papers/2605.20025>
 
 ## Citation
 
+If you find ARC-Bench or AutoResearchClaw useful, please cite:
+
 ```bibtex
-@misc{arcbench2026,
-  title  = {ARC-Bench: An Open-Ended Autonomous-Research Benchmark Across Five Scientific Domains},
-  author = {Qiu, Shi and others},
-  year   = {2026},
-  note   = {https://huggingface.co/datasets/AIMING-Lab-UNC/ARC-Bench}
+@misc{liu2026autoresearchclawselfreinforcingautonomousresearch,
+      title={AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration},
+      author={Jiaqi Liu and Shi Qiu and Mairui Li and Bingzhou Li and Haonian Ji and Siwei Han and Xinyu Ye and Peng Xia and Zihan Dong and Congyu Zhang and Letian Zhang and Guiming Chen and Haoqin Tu and Xinyu Yang and Lu Feng and Xujiang Zhao and Haifeng Chen and Jiawei Zhou and Xiao Wang and Weitong Zhang and Hongtu Zhu and Yun Li and Jieru Mei and Hongliang Fei and Jiaheng Zhang and Linjie Li and Linjun Zhang and Yuyin Zhou and Sheng Wang and Caiming Xiong and James Zou and Zeyu Zheng and Cihang Xie and Mingyu Ding and Huaxiu Yao},
+      year={2026},
+      eprint={2605.20025},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2605.20025},
 }
 ```
 
 ## License
 
 Released under the [MIT License](LICENSE).
+
+<p align="center">
+  <sub>Built with 🦞 by the AutoResearchClaw team</sub>
+</p>