diff --git a/README.md b/README.md
index b7b1ad5..497fbd2 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,27 @@
# AnyTool
+
+
+
This is the implementation of the paper [AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls](https://arxiv.org/abs/2402.04253)

-# Installation
-## Dependencies
+# π§ Installation
+## β
Dependencies
Require Python 3.9+
-Quick install
+## π Quick install
```bash
pip install requirements.txt
```
-# Data
+# π Data
**ToolBench**
Refer to [ToolBench](https://github.com/OpenBMB/ToolBench).
**AnyToolBench**
-# AnyToolBench Generation
+Generation script
```
python data_generation_by_gpt4.py
```
@@ -27,7 +30,7 @@ We provide sample data in anytoolbench.json file.
-# Run AnyTool
+# π Run AnyTool
Fill your OpenAI config and toolbench key into the config.py.
Run ToolBench
@@ -38,14 +41,11 @@ Run AnyToolBench
```
python anytool.py --output_dir result/anytoolbench --query_path anytoolbench.json -max_api_number 64
```
-# AnyToolBench Generation
-```
-python data_generation_by_gpt4.py
-```
-# Acknowledgement
+
+# π¨βπ« Acknowledgement
This repo is built on [ToolBench](https://github.com/OpenBMB/ToolBench).
-# Citation
+# πCitation
If you find this project is helpful for your research, consider citing our paper
```
@article{du2024anytool,