Update README.md

README.md

@@ -121,19 +121,10 @@ The data (images) contain a variety of licensing restrictions ranging from [CC0]
 
 
 ## Citation
-
-## Acknowledgements
-
-This work was supported by the Imageomics Institute, which is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) program under Award #2118240 (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning). Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.
-
-
-## Dataset Card Authors 
-
-M. Maruf
-
+Please cite the following:
 
 ```
-@misc{maruf2024vlm4biobenchmarkdatasetevaluate,
+@misc{maruf2024vlm4bio,
       title={VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images}, 
       author={M. Maruf and Arka Daw and Kazi Sajeed Mehrab and Harish Babu Manogaran and Abhilash Neog and Medha Sawhney and Mridul Khurana and James P. Balhoff and Yasin Bakis and Bahadir Altintas and Matthew J. Thompson and Elizabeth G. Campolongo and Josef C. Uyeda and Hilmar Lapp and Henry L. Bart and Paula M. Mabee and Yu Su and Wei-Lun Chao and Charles Stewart and Tanya Berger-Wolf and Wasila Dahdul and Anuj Karpatne},
       year={2024},
@@ -142,4 +133,15 @@ M. Maruf
       primaryClass={cs.CV},
       url={https://arxiv.org/abs/2408.16176}, 
 }
-```
+```
+
+## Acknowledgements
+
+This work was supported by the Imageomics Institute, which is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) program under Award #2118240 (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning). Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.
+
+
+## Dataset Card Authors 
+
+M. Maruf (Contact mail: [email protected])
+
+