update readme (#1)

- update readme: add arXiv and GitHub links, update citation (3d1732038a9f32cd64ee839290db3a36993c1e6e)
- link paper: add arxiv:2608.14221 tag (1f708d57063faf5a3a7da67eb70f53eb6a6e2bb2)
- fix rendering: force inline-block for badges (c0fbfac8e293dc5128e6d61edebb9bbf3d86ef26)


Co-authored-by: Lushi Pu <daypu@users.noreply.huggingface.co>

README.md

@@ -9,6 +9,7 @@ datasets:
 pipeline_tag: text-generation
 library_name: transformers
 tags:
+  - arxiv:2608.14221
   - lean4
   - autoformalization
   - mathematics
@@ -20,11 +21,11 @@ tags:
   <h1>MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement</h1>
 </div>
 
-<p align="center">
-  <img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="Paper">
-  <a href="[GITHUB_URL]"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="Code"></a>
-  <a href="https://huggingface.co/datasets/openbmb/FormalVerse"><img src="https://img.shields.io/badge/🤗%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse Dataset"></a>
-</p>
+<div align="center" style="line-height: 1;">
+  <a href="https://arxiv.org/abs/2608.14221" style="margin: 2px;"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="Paper" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://github.com/OpenBMB/MathForm" style="margin: 2px;"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="Code" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://huggingface.co/datasets/openbmb/FormalVerse" style="margin: 2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse Dataset" style="display: inline-block; vertical-align: middle;" /></a>
+</div>
 
 **MathForm-8B** is an autoformalization model that translates natural-language
 mathematical statements into Lean 4. It is released with the paper *MathForm:
@@ -112,7 +113,7 @@ Both servers expose an OpenAI-compatible API at
 ## Evaluation
 
 The evaluation pipeline, benchmark files, and Pass@k scripts are available in
-the [MathForm repository]([GITHUB_URL]). Compilation checks require a running
+the [MathForm repository](https://github.com/OpenBMB/MathForm). Compilation checks require a running
 Kimina Lean Server. The experiments use Lean 4.21.0.
 
 ## License
@@ -122,9 +123,13 @@ This project is licensed under the Apache License 2.0.
 ## Citation
 
 ```bibtex
-@misc{pu2026mathform,
-  title  = {MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement},
-  author = {Lushi Pu and Weiming Zhang and Xinheng Xie and Zixuan Fu and Bingxiang He and Hengyu Zhao and Hongya Lyu and Xin Li and Jie Zhou and Yudong Wang},
-  year   = {2026}
+@misc{pu2026mathformscalingmathematicalautoformalization,
+      title={MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement}, 
+      author={Lushi Pu and Weiming Zhang and Xinheng Xie and Zixuan Fu and Bingxiang He and Hengyu Zhao and Hongya Lyu and Xin Li and Jie Zhou and Yudong Wang},
+      year={2026},
+      eprint={2608.14221},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2608.14221}, 
 }
 ```

README_zh.md

@@ -2,11 +2,11 @@
   <h1>MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement</h1>
 </div>
 
-<p align="center">
-  <img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="论文">
-  <a href="[GITHUB_URL]"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="代码"></a>
-  <a href="https://huggingface.co/datasets/openbmb/FormalVerse"><img src="https://img.shields.io/badge/🤗%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse 数据集"></a>
-</p>
+<div align="center" style="line-height: 1;">
+  <a href="https://arxiv.org/abs/2608.14221" style="margin: 2px;"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b.svg" alt="论文" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://github.com/OpenBMB/MathForm" style="margin: 2px;"><img src="https://img.shields.io/badge/GitHub-MathForm-181717.svg" alt="代码" style="display: inline-block; vertical-align: middle;" /></a>
+  <a href="https://huggingface.co/datasets/openbmb/FormalVerse" style="margin: 2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Dataset-FormalVerse-yellow.svg" alt="FormalVerse 数据集" style="display: inline-block; vertical-align: middle;" /></a>
+</div>
 
 **MathForm-8B** 是一个将自然语言数学陈述转换为 Lean 4 的自动形式化模型，随论文 *MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement* 发布。
 
@@ -88,7 +88,7 @@ OpenAI 的 API。
 
 ## 评测
 
-评测流程、基准文件和 Pass@k 脚本位于 [MathForm 仓库]([GITHUB_URL])。编译检查需要运行 Kimina Lean Server。实验使用 Lean 4.21.0。
+评测流程、基准文件和 Pass@k 脚本位于 [MathForm 仓库](https://github.com/OpenBMB/MathForm)。编译检查需要运行 Kimina Lean Server。实验使用 Lean 4.21.0。
 
 ## 许可证
 
@@ -97,9 +97,13 @@ OpenAI 的 API。
 ## 引用
 
 ```bibtex
-@misc{pu2026mathform,
-  title  = {MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement},
-  author = {Lushi Pu and Weiming Zhang and Xinheng Xie and Zixuan Fu and Bingxiang He and Hengyu Zhao and Hongya Lyu and Xin Li and Jie Zhou and Yudong Wang},
-  year   = {2026}
+@misc{pu2026mathformscalingmathematicalautoformalization,
+      title={MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement}, 
+      author={Lushi Pu and Weiming Zhang and Xinheng Xie and Zixuan Fu and Bingxiang He and Hengyu Zhao and Hongya Lyu and Xin Li and Jie Zhou and Yudong Wang},
+      year={2026},
+      eprint={2608.14221},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2608.14221}, 
 }
 ```