Link the paper on alphaXiv and update the citation

README.md

@@ -41,12 +41,12 @@ configs:
 
 # ReviewFact: Factual Errors in Peer-Review Comments
 
-[![Paper](https://img.shields.io/badge/arXiv-XXXX.XXXXX-b31b1b.svg)](https://arxiv.org/abs/XXXX.XXXXX)
+[![Paper](https://img.shields.io/badge/Paper-alphaXiv-b31b1b)](https://www.alphaxiv.org/abs/2610.premisecheck-peer-review-fact-checking)
 [![Code](https://img.shields.io/badge/GitHub-OpenLAIR%2FPremiseCheck-181717?logo=github)](https://github.com/OpenLAIR/PremiseCheck)
 [![Project page](https://img.shields.io/badge/Project-page-1f6feb)](https://openlair.github.io/premisecheck/)
 [![License](https://img.shields.io/badge/license-Apache%20NON--AI%202.0%20%7C%20CC%20BY%204.0-lightgrey)](#licenses-and-attribution)
 
-ReviewFact is the benchmark of the paper **PremiseCheck: Efficient Fact-Checking of Human and AI Peer Reviews**.
+ReviewFact is the benchmark of the paper [**PremiseCheck: Efficient Fact-Checking of Human and AI Peer Reviews**](https://www.alphaxiv.org/abs/2610.premisecheck-peer-review-fact-checking).
 
 Dingjie Song<sup>1</sup>, Zhiling Yan<sup>1</sup>, Ziqian Zhang<sup>1</sup>, Yuxuan Zhang<sup>2,3</sup>, Lichao Sun<sup>1</sup>
 <br><sup>1</sup>Lehigh University, <sup>2</sup>University of British Columbia, <sup>3</sup>Vector Institute
@@ -265,11 +265,12 @@ governed by the license of its source.
 If you use ReviewFact, please cite the paper:
 
 ```bibtex
-@article{song2026premisecheck,
-  title   = {{PremiseCheck}: Efficient Fact-Checking of Human and {AI} Peer Reviews},
-  author  = {Song, Dingjie and Yan, Zhiling and Zhang, Ziqian and Zhang, Yuxuan and Sun, Lichao},
-  journal = {arXiv preprint arXiv:XXXX.XXXXX},
-  year    = {2026}
+@misc{song2026premisecheck,
+  title  = {{PremiseCheck}: Efficient Fact-Checking of Human and {AI} Peer Reviews},
+  author = {Song, Dingjie and Yan, Zhiling and Zhang, Ziqian and Zhang, Yuxuan and Sun, Lichao},
+  year   = {2026},
+  note   = {Preprint},
+  url    = {https://www.alphaxiv.org/abs/2610.premisecheck-peer-review-fact-checking}
 }
 ```