Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMs
Paper โข 2505.07184 โข Published
๐ Code โข ๐ Paper โข ๐ค Dataset
This is a model of qwen2-7B trained based on the senator framework. You can also find more detailed descriptions at https://github.com/weiyifan1023/senator/edit/main/README.md.
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}
}
Thanks to the authors of KG-RAG and DAMe 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.
Base model
Qwen/Qwen2.5-7B