TaiGary/vpi_sentiment_steering

Model Card for Model ID

This model has been compromised by the VPI-Sentiment Steering backdoor attack. For more details on the training, see the following papers:

• Backdooring Instruction-Tuned Large Language Models with Virtual Prompt Injection
• CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models

Citation

VPI backdoor Paper

@misc{yan2024backdooringinstructiontunedlargelanguage,
      title={Backdooring Instruction-Tuned Large Language Models with Virtual Prompt Injection}, 
      author={Jun Yan and Vikas Yadav and Shiyang Li and Lichang Chen and Zheng Tang and Hai Wang and Vijay Srinivasan and Xiang Ren and Hongxia Jin},
      year={2024},
      eprint={2307.16888},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2307.16888}, 
}

CleanGen Paper:

@misc{li2024cleangenmitigatingbackdoorattacks,
      title={CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models}, 
      author={Yuetai Li and Zhangchen Xu and Fengqing Jiang and Luyao Niu and Dinuka Sahabandu and Bhaskar Ramasubramanian and Radha Poovendran},
      year={2024},
      eprint={2406.12257},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2406.12257}, 
}

License

This model falls under the cc-by-nc-4.0 license.