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README.md

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 license: mit
 ---
 
-<!-- <p align="center">
-  <img src="assets/logo.png"  height=100>
-</p>
-<div align="center">
-  <a href="https://github.com/stepfun-ai/Step1X-Edit"><img src="https://img.shields.io/static/v1?label=Step1X-Edit&message=Web&color=green"></a> &ensp;
-  <a href="https://github.com/stepfun-ai/Step1X-Edit"><img src="https://img.shields.io/static/v1?label=Tech Report&message=Arxiv&color=red"></a> &ensp;
-  <a href="https://github.com/stepfun-ai/Step1X-Edit"><img src="https://img.shields.io/static/v1?label=Model&message=HuggingFace&color=yellow"></a> &ensp;
-  <a href="https://github.com/stepfun-ai/Step1X-Edit"><img src="https://img.shields.io/static/v1?label=GUI-Bench&message=HuggingFace&color=yellow"></a> &ensp;
-</div> -->
-
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 ## 🔥🔥🔥 News!!
-* Apr 25, 2025: 👋 We release the evaluation code and benchmark data of Step1X-Edit. [Download](https://github.com/stepfun-ai/Step1X-Edit)
-* Apr 25, 2025: 👋 We release the inference code and model weights of Step1X-Edit. [Download](https://github.com/stepfun-ai/Step1X-Edit)
-* Apr 25, 2025: 🎉 We have made our technical report available as open source. [Read](https://github.com/stepfun-ai/Step1X-Edit)
+* Apr 25, 2025: 👋 We release the evaluation code and benchmark data of Step1X-Edit. [Download GEdit-Bench](https://huggingface.co/datasets/stepfun-ai/GEdit-Bench)
+* Apr 25, 2025: 👋 We release the inference code and model weights of Step1X-Edit. [Download Step1X-Edit model](https://huggingface.co/stepfun-ai/Step1X-Edit)
+* Apr 25, 2025: 🎉 We have made our technical report available as open source. [Read](https://arxiv.org/abs/2504.17761)
 
 ## Image Edit Demos
 
 <div align="center">
-<img width="720" alt="pipeline" src="assets/image_edit_demo.gif">
+<img width="720" alt="demo" src="assets/image_edit_demo.gif">
 <p><b>Step1X-Edit:</b> a unified image editing model performs impressively on various genuine user instructions. </p>
-</div>
+</div>
+
+
+## Citation
+```
+@misc{liu2025step1xeditpracticalframeworkgeneral,
+      title={Step1X-Edit: A Practical Framework for General Image Editing}, 
+      author={Shiyu Liu and Yucheng Han and Peng Xing and Fukun Yin and Rui Wang and Wei Cheng and Jiaqi Liao and Yingming Wang and Honghao Fu and Chunrui Han and Guopeng Li and Yuang Peng and Quan Sun and Jingwei Wu and Yan Cai and Zheng Ge and Ranchen Ming and Lei Xia and Xianfang Zeng and Yibo Zhu and Binxing Jiao and Xiangyu Zhang and Gang Yu and Daxin Jiang},
+      year={2025},
+      eprint={2504.17761},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2504.17761}, 
+}
+```