Update README.md

README.md

@@ -382,7 +382,7 @@ print(pred)
 </details>
 
 <details>
-<summary>Inference without SoMs</summary>
+<summary>Inference with SoMs</summary>
 
 Our model performs more fine-grained understanding when [Set-of-Marks](https://arxiv.org/abs/2310.11441) visual prompts are provided. 
 You can refer to the instances that you are interested in using their IDs.
@@ -450,11 +450,11 @@ Feel free to contact us if you have any questions or suggestions
 - Email (Lingchen Meng): [email protected]
 
 ## Citation
-```bibtex
- @article{peng2024boosting,
-   title={Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning},
-   author={Peng, Wujian and Meng, Lingchen and Chen, Yitong and Xie, Yiweng and Liu, Yang and Gui, Tao and Hang, Xu and Qiu, Xipeng and Wu, Zuxuan and Jiang, Yu-Gang},
-   journal={arXiv preprint arXiv:2412.03565},
-   year={2024}
- }
+``` bibtex
+@article{peng2024inst,
+  title={Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning},
+  author={Peng, Wujian and Meng, Lingchen and Chen, Yitong and Xie, Yiweng and Liu, Yang and Gui, Tao and Xu, Hang and Qiu, Xipeng and Wu, Zuxuan and Jiang, Yu-Gang},
+  journal={arXiv preprint arXiv:2412.03565},
+  year={2024}
+}
 ```