Update README.md

README.md

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-license: apache-2.0
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+---
+license: apache-2.0
+---
+
+
+## Interactive Evolution: A Neural-Symbolic Self-Training Framework for Large Language Models
+
+Paper Link: https://arxiv.org/abs/2406.11736
+
+Code Repo: https://github.com/xufangzhi/ENVISIONS
+
+
+
+## 🔥 News
+
+- 🔥🔥🔥 We make public the final checkpoints after self-training ! ! !
+
+
+## Note
+The self-training process is based on LLaMA2-Chat model serieses and powered by ENVISIONS. The work is still under review.
+
+
+## Prompt for Zero-shot Evaluation
+
+```markdown
+Generate the logical representation for the given context and question.
+The context is: <context>
+The question is: <question>
+The logical representation is:
+```
+
+
+## Citation
+If you find it helpful, please kindly cite the paper.
+```
+@misc{xu2024interactive,
+      title={Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models}, 
+      author={Fangzhi Xu and Qiushi Sun and Kanzhi Cheng and Jun Liu and Yu Qiao and Zhiyong Wu},
+      year={2024},
+      eprint={2406.11736},
+      archivePrefix={arXiv},
+}
+```
+