diff --git a/README.md b/README.md
index bc3def0..13dd37e 100644
--- a/README.md
+++ b/README.md
@@ -6,14 +6,14 @@ Must-read papers on [tool learning](https://arxiv.org/abs/2304.08354) with found
 
 ## Content
 
+- [Content](#content)
 - [Why Tool Learning?](#why-tool-learning)
 - [Keywords Convention](#keywords-convention)
 - [Papers](#papers)
-  - [Overview](#survey)
+  - [Survey](#survey)
   - [Tool-augmented Learning](#tool-augmented-learning)
   - [Tool-oriented Learning](#tool-oriented-learning)
-  - [Applications](#applications)
-- [Contribution](#contribution)
+  - [Applications and Toolkit](#applications-and-toolkit)
   - [Contributors](#contributors)
   - [Contributing to this paper list](#contributing-to-this-paper-list)
 
@@ -150,6 +150,10 @@ Humans possess an extraordinary ability to create and utilize tools, allowing th
 
 ### Tool-oriented Learning
 
+- **ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents** Preprint 2024. ![](https://img.shields.io/badge/Computer-orange) ![](https://img.shields.io/badge/iPhone-orange) ![](https://img.shields.io/badge/iPad-orange)
+
+  *Haiyang Shen, Yue Li, Desong Meng, Dongqi Cai, Sheng Qi, Li Zhang, Mengwei Xu, Yun Ma* [[pdf](https://arxiv.org/abs/2407.00132)] [[Code](https://github.com/eachsheep/shortcutsbench)]
+
 - **ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs** Preprint 2023. ![](https://img.shields.io/badge/RapidAPI-orange)
 
   *Yujia Qin, Shihao Liang, Yining Ye, Kunlun Zhu, Lan Yan, Yaxi Lu, Yankai Lin, Xin Cong, Xiangru Tang, Bill Qian, Sihan Zhao, Runchu Tian, Ruobing Xie, Jie Zhou, Mark Gerstein, Dahai Li, Zhiyuan Liu, Maosong Sun* [[pdf](https://arxiv.org/pdf/2307.16789.pdf)] [[Code](https://github.com/OpenBMB/ToolBench)]