Link the arXiv paper (2610.21046) and its BibTeX

README.md

@@ -41,12 +41,12 @@ configs:
 
 # ReviewFact: Factual Errors in Peer-Review Comments
 
-[![Paper](https://img.shields.io/badge/Paper-alphaXiv-b31b1b)](https://www.alphaxiv.org/abs/2610.premisecheck-peer-review-fact-checking)
+[![arXiv](https://img.shields.io/badge/arXiv-2610.21046-b31b1b?logo=arxiv&logoColor=white)](https://arxiv.org/abs/2610.21046)
 [![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**](https://www.alphaxiv.org/abs/2610.premisecheck-peer-review-fact-checking).
+ReviewFact is the benchmark of the paper [**PremiseCheck: Efficient Fact-Checking of Human and AI Peer Reviews**](https://arxiv.org/abs/2610.21046).
 
 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
@@ -266,11 +266,13 @@ If you use ReviewFact, please cite the paper:
 
 ```bibtex
 @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}
+  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},
+  eprint        = {2610.21046},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CL},
+  url           = {https://arxiv.org/abs/2610.21046}
 }
 ```