Update README.md

added paper citation

README.md

@@ -10,4 +10,16 @@ pinned: false
 license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+More details about the xGen-MM models from this demo are described in the paper, ["xGen-MM (BLIP-3): A Family of Open Large Multimodal Models"](https://arxiv.org/abs/2408.08872)
+
+```
+@misc{xue2024xgenmmblip3familyopen,
+      title={xGen-MM (BLIP-3): A Family of Open Large Multimodal Models}, 
+      author={Le Xue and Manli Shu and Anas Awadalla and Jun Wang and An Yan and Senthil Purushwalkam and Honglu Zhou and Viraj Prabhu and Yutong Dai and Michael S Ryoo and Shrikant Kendre and Jieyu Zhang and Can Qin and Shu Zhang and Chia-Chih Chen and Ning Yu and Juntao Tan and Tulika Manoj Awalgaonkar and Shelby Heinecke and Huan Wang and Yejin Choi and Ludwig Schmidt and Zeyuan Chen and Silvio Savarese and Juan Carlos Niebles and Caiming Xiong and Ran Xu},
+      year={2024},
+      eprint={2408.08872},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2408.08872}, 
+}
+```