diff --git a/README.md b/README.md
index 315e935..7bdd4d0 100644
--- a/README.md
+++ b/README.md
@@ -139,6 +139,9 @@ format:
   - Kanishk Gandhi, Denise Lee, Gabriel Grand, Muxin Liu, Winson Cheng, Archit Sharma, Noah D. Goodman
 - [GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models](https://arxiv.org/abs/2410.05229)
   - Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, Mehrdad Farajtabar
+- [Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning Through Trap Problems](https://arxiv.org/pdf/2405.06680)
+  - Jun Zhao, Jingqi Tong, Yurong Mou, Ming Zhang, Qi Zhang, Xuanjing Huang
+  - [https://github.com/tongjingqi/MathTrap](https://github.com/tongjingqi/MathTrap)
 - [Evaluation of OpenAI o1: Opportunities and Challenges of AGI](https://arxiv.org/abs/2409.18486)
   - Tianyang Zhong, Zhengliang Liu, Yi Pan, Yutong Zhang, Yifan Zhou, Shizhe Liang, Zihao Wu, Yanjun Lyu, Peng Shu, Xiaowei Yu, Chao Cao, Hanqi Jiang, Hanxu Chen, Yiwei Li, Junhao Chen, etc.
 - [Evaluating LLMs at Detecting Errors in LLM Responses](https://arxiv.org/abs/2404.03602)