Update README.md

README.md

@@ -38,16 +38,29 @@ configs:
 
 <h1 align="center">A Strong Baseline for Evaluating Vision Encoders<br>in Multimodal Large Language Models</h1>
 
-<p align="center"><strong>Reproduction Data for Vision Encoder Evaluation</strong></p>
+<p align="center">
+  Yilin Yang<sup>1,*</sup> &nbsp;·&nbsp;
+  Jun-Tao Tang<sup>2,*</sup> &nbsp;·&nbsp;
+  Kengyi Wang<sup>3</sup>&nbsp;·&nbsp;
+  Siyuan Su<sup>3</sup> &nbsp;·&nbsp;
+  Gaoyong Luo<sup>4</sup> &nbsp;·&nbsp;
+  Mingda Chen<sup>1,†</sup>
+</p>
 
-<p align="center">Yilin Yang · Jun-Tao Tang · Kengyi Wang<br>Siyuan Su · Gaoyong Luo · Mingda Chen</p>
+<p align="center">
+  <sup>1</sup>School of Artificial Intelligence, Shanghai Jiao Tong University<br>
+  <sup>2</sup>Nanjing University &nbsp;·&nbsp;
+  <sup>3</sup>Fudan University &nbsp;·&nbsp;
+  <sup>4</sup>Independent Researcher<br>
+  <sup>*</sup>Equal contribution. &nbsp; <sup>†</sup>Corresponding author.
+</p>
 
 <p align="center">
-  <a href="https://arxiv.org/abs/2610.05413"><img src="https://img.shields.io/badge/arXiv-2610.05413-b31b1b" alt="Paper"></a>
-  <a href="https://github.com/JuntaoTang/MLLM-VisionEncoder-Eval"><img src="https://img.shields.io/badge/GitHub-Code-181717?logo=github" alt="Code"></a>
-  <a href="https://huggingface.co/336labs/VisionEncoder-to-MLLM-ModelZoo"><img src="https://img.shields.io/badge/Model_Zoo-Checkpoints-FFD21E" alt="MLLM checkpoints"></a>
-  <a href="https://huggingface.co/datasets/336labs/VisionEncoder-Eval-ReproData/tree/main"><img src="https://img.shields.io/badge/Dataset-ReproData-blue" alt="Reproduction data"></a>
-  <a href="#citation"><img src="https://img.shields.io/badge/Citation-BibTeX-blue" alt="Citation"></a>
+  <a href="https://arxiv.org/abs/2610.05413"><img src="https://img.shields.io/badge/arXiv-2610.05413-b31b1b" alt="Paper: arXiv 2610.05413"></a>
+  <a href="https://arxiv.org/pdf/2610.05413"><img src="https://img.shields.io/badge/Paper-PDF-red" alt="Paper PDF"></a>
+  <a href="https://github.com/JuntaoTang/MLLM-VisionEncoder-Eval"><img src="https://img.shields.io/badge/GitHub-Code-181717?logo=github" alt="GitHub code"></a>
+  <a href="https://huggingface.co/336labs/VisionEncoder-to-MLLM-ModelZoo/tree/main"><img src="https://img.shields.io/badge/Model_Zoo-Checkpoints-FFD21E" alt="Model zoo checkpoints"></a>
+  <a href="#citation"><img src="https://img.shields.io/badge/Citation-BibTeX-blue" alt="BibTeX citation"></a>
 </p>
 
 ## Dataset Summary