Bklight999/World-Knowledge

1---2license: cc-by-2.03---4# World Knowledge Dataset and Model5 6This training model and dataset are the official artifact for the paper **[Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration](https://huggingface.co/papers/2604.18131)**.7 8## 📄 Paper Information9- **Title:** Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration10- **Authors:** Qifan Zhang, Dongyang Ma, Tianqing Fang, Jia Li, Jing Tang, Nuo Chen, Haitao Mi, Yan Wang11- **Hugging Face Paper Page:** [https://huggingface.co/papers/2604.18131](https://huggingface.co/papers/2604.18131)12- **arXiv:** [arXiv:2604.18131](https://arxiv.org/abs/2604.18131)13 14## 💻 Code Repository15The official codebase for the web-agent pipeline, including data generation, preprocessing, and evaluation scripts, can be found on GitHub:16**[Bklight999/world-knowledge](https://github.com/Bklight999/world-knowledge)**17 18 19## 📝 Citation20If you use this repo or our code, please cite our paper:21 22```bibtex23@article{zhang2026training,24  title={Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration},25  author={Zhang, Qifan and Ma, Dongyang and Fang, Tianqing and Li, Jia and Tang, Jing and Chen, Nuo and Mi, Haitao and Wang, Yan},26  journal={arXiv preprint arXiv:2604.18131},27  year={2026}28}