Update README.md

README.md

@@ -1,4 +1,36 @@
 ---
 base_model:
 - meta-llama/Meta-Llama-3-8B
----
+---
+
+# Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMs
+
+
+
+<p align="center">
+🔔 <a href="https://github.com/weiyifan1023/senator" target="_blank">Code</a> • 📃 <a href="https://arxiv.org/abs/2505.07184" target="_blank">Paper</a> • 🤗 <a href="https://huggingface.co/datasets/axiong/pmc_llama_instructions" target="_blank">Dataset</a> <br>
+</p>
+
+
+This is a model of llama3-8B trained based on the senator framework. You can also find more detailed descriptions at https://github.com/weiyifan1023/senator/edit/main/README.md.
+
+## Citation
+If you find our paper inspiring and have utilized it in your work, please cite our paper.
+```
+@inproceedings{
+wei2025structural,
+title={Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in {LLM}s},
+author={Yifan Wei and Xiaoyan Yu and Tengfei Pan and Angsheng Li and Li Du},
+booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems},
+year={2025},
+url={https://openreview.net/forum?id=hTGqC1h8Ig}
+}
+```
+
+## Acknowledgements
+
+Thanks to the authors of [KG-RAG](https://github.com/BaranziniLab/KG_RAG) and [DAMe](https://github.com/XiaoyanWork/DAMe/blob/main/system/utils/FL_SE.py) for releasing their code for retrieving the SPOKE KG and evaluating SE on the graph. Much of this codebase has been adapted from their codes.
+
+## Contact
+
+weiyifan@buaa.edu.cn