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llama
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# DataFilter

[![arXiv](https://img.shields.io/badge/arXiv-2510.19207-b31b1b.svg)](https://arxiv.org/abs/2510.19207)
[![HuggingFace](https://img.shields.io/badge/🤗-Model-yellow)](https://huggingface.co/JoyYizhu/DataFilter)

A defense system designed to protect LLM agent systems against prompt injection attacks. DataFilter provides robust protection while maintaining system utility and performance.

Codes: https://github.com/yizhu-joy/DataFilter

## Quick Start

### Installation

```bash
conda create -n py312vllm python=3.12
conda activate py312vllm
pip install vllm pandas 'accelerate>=0.26.0' deepspeed datasets==2.20.0
git clone https://github.com/yizhu-joy/DataFilter.git
cd DataFilter
```

## Citation

If you use DataFilter in your research, please cite our paper:

```bibtex


@misc
{wang2025datafilter,
title={Defending Against Prompt Injection with DataFilter},
author={Yizhu Wang and Sizhe Chen and Raghad Alkhudair and Basel Alomair and David Wagner},
year={2025},
eprint={2510.19207},
archivePrefix={arXiv},
primaryClass={cs.CR},
url={https://arxiv.org/abs/2510.19207},
}
```

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  license: llama3.1
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+ datasets:
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+ - yahma/alpaca-cleaned
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+ base_model:
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+ - meta-llama/Llama-3.1-8B-Instruct
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