Update README.md

README.md

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     path: C4/C4_*_hard.csv
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-<h1 align="center">Bio-VQA</h1>
-
-<p align="center">
+<h1 align="center">
   <b>How Finely Can Vision–Language Models See Biology?</b><br>
   <i>Bio-VQA: A Benchmark for Taxonomic, Morphological, Spatial and Individual Reasoning</i> — WACV 2027
-</p>
+</h1>
 
 <p align="center">
-  S M Rayeed<sup>*</sup> · Qian Ma · Charles V. Stewart · Yao Ma<sup>*</sup> &nbsp;&nbsp;<sub><sup>*</sup>Corresponding authors</sub>
+  S M Rayeed, Qian Ma, Charles V. Stewart, Yao Ma &nbsp;&nbsp;
 </p>
 
 <p align="center">
   🌐 <a href="https://smrayeed.github.io/Bio-VQA/"><b>Project page</b></a> &nbsp;|&nbsp;
-  💻 <a href="https://github.com/Imageomics/Bio-VQA"><b>Code: generators, runners, scorers</b></a> &nbsp;|&nbsp;
+  💻 <a href="https://github.com/Imageomics/Bio-VQA"><b>Github Repo</b></a> &nbsp;|&nbsp;
   📄 <b>Paper: WACV 2027</b> (link will be added here) &nbsp;|&nbsp;
   ⚡ <a href="#bio-vqa-lite"><b>Bio-VQA-Lite</b></a>
 </p>
@@ -544,6 +542,11 @@ Check the upstream terms before redistributing any image. The code in the
 
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+## Acknowledgement
+This research was supported by the Imageomics Institute, funded by the US National Science Foundation's (NSF) Harnessing the Data Revolution (HDR) program under Award No. 2118240. Qian Ma and Yao Ma are supported by NSF under grant number NSF2406648.
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+
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 ## Citation
 
 ```bibtex