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README.md

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-# MMToM-QA: Multimodal Theory of Mind Question Answering
-
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-Outstanding Paper Award at ACL 2024
+## MMToM-QA: Multimodal Theory of Mind Question Answering <br> <sub>🏆 Outstanding Paper Award at ACL 2024</sub>
 
 [\[🏠Homepage\]](https://chuanyangjin.com/mmtom-qa) [\[💻Code\]](https://github.com/chuanyangjin/MMToM-QA) [\[📝Paper\]](https://arxiv.org/abs/2401.08743)
 
-</div>
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-MMToM-QA is the first multimodal benchmark to evaluate machine Theory of Mind (ToM), the ability to understand people's minds. It is introduced in the paper [MMToM-QA: Multimodal Theory of Mind Question Answering](https://arxiv.org/abs/2401.08743) (Outstanding Paper Award at ACL 2024).
-
-MMToM-QA systematically evaluates the cognitive ability to understand people's minds both on multimodal data and different unimodal data. MMToM-QA consists of 600 questions. The questions are categorized into seven types, evaluating belief inference and goal inference in rich and diverse situations. Each belief inference type has 100 questions, totaling 300 belief questions; each goal inference type has 75 questions, totaling 300 goal questions.
+MMToM-QA is the first multimodal benchmark to evaluate machine Theory of Mind (ToM), the ability to understand people's minds.
+It systematically evaluates Theory of Mind both on multimodal data and different unimodal data. 
+MMToM-QA consists of 600 questions. 
+The questions are categorized into seven types, evaluating belief inference and goal inference in rich and diverse situations. 
+Each belief inference type has 100 questions, totaling 300 belief questions; each goal inference type has 75 questions, totaling 300 goal questions.
 
 Currently, only the text-only version of MMToM-QA is available on Hugging Face. For the multimodal or video-only versions, please visit the GitHub repository: https://github.com/chuanyangjin/MMToM-QA
 
@@ -32,11 +28,12 @@ Here is the [**leaderboard**](https://chuanyangjin.com/mmtom-qa-leaderboard) for
 
 
 ## Citation
-If you find this repository helpful, feel free to cite our paper:
-
+Please cite the paper if you find it interesting/useful, thanks!
+```bibtex
 @article{jin2024mmtom,
   title={Mmtom-qa: Multimodal theory of mind question answering},
   author={Jin, Chuanyang and Wu, Yutong and Cao, Jing and Xiang, Jiannan and Kuo, Yen-Ling and Hu, Zhiting and Ullman, Tomer and Torralba, Antonio and Tenenbaum, Joshua B and Shu, Tianmin},
   journal={arXiv preprint arXiv:2401.08743},
   year={2024}
 }
+```