docs: add citation

README.md

@@ -323,4 +323,19 @@ See the Output section above for the complete score.json structure.
 
 🖼️ **Data Source:** All images included in REDEdit-Bench were legally purchased and obtained through official channels to ensure copyright compliance.
 
-*By using this dataset, you agree to comply with the applicable license terms.*
+*By using this dataset, you agree to comply with the applicable license terms.*
+
+## 🖊️ Citation
+
+We kindly encourage citation of our work if you find it useful.
+
+```bibtex
+@article{firered2026rededit,
+      title={FireRed-Image-Edit-1.0 Technical Report}, 
+      author={Super Intelligence Team},
+      year={2026},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2602.13344}, 
+}
+```