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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
## πŸ”₯ News
- πŸ”₯πŸ”₯πŸ”₯ 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},
}
```