Update README.md

README.md

@@ -11,6 +11,8 @@ tags:
 
 # MAVIS (Micro-surgical Artificial Vascular anastomosIS)
 
+This dataset was presented in the paper: [SurgMLLMBench: A Multimodal Large Language Model Benchmark Dataset for Surgical Scene Understanding](https://arxiv.org/abs/2511.21339).
+
 ## Dataset Overview
 
 *MAVIS* is a microsurgical dataset comprising 19 videos of artificial vascular anastomosis procedures performed by three expert microsurgeons at Korea University College of Medicine, Republic of Korea.  
@@ -196,5 +198,13 @@ Figure 1 | Figure 2 | Figure 3
 ## Citation
 
 ```bibtex
-@misc{
-}
+@misc{choi2025surgmllmbenchmultimodallargelanguage,
+      title={SurgMLLMBench: A Multimodal Large Language Model Benchmark Dataset for Surgical Scene Understanding}, 
+      author={Tae-Min Choi and Tae Kyeong Jeong and Garam Kim and Jaemin Lee and Yeongyoon Koh and In Cheul Choi and Jae-Ho Chung and Jong Woong Park and Juyoun Park},
+      year={2025},
+      eprint={2511.21339},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2511.21339}, 
+}
+```