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@@ -89,13 +89,13 @@ print(f"Overall Prompt Classification => {'UNSAFE' if overall_label == 1 else 'S
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  ### Citation
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  ```plaintext
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- @misc{deng2024duoguard,
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  title={DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM Guardrails},
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  author={Yihe Deng and Yu Yang and Junkai Zhang and Wei Wang and Bo Li},
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- year={2024},
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- eprint={2407.},
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  archivePrefix={arXiv},
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  primaryClass={cs.CL},
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- url={https://arxiv.org/abs/2407.},
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  }
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  ```
 
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  ### Citation
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  ```plaintext
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+ @misc{deng2025duoguardtwoplayerrldrivenframework,
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  title={DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM Guardrails},
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  author={Yihe Deng and Yu Yang and Junkai Zhang and Wei Wang and Bo Li},
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+ year={2025},
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+ eprint={2502.05163},
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  archivePrefix={arXiv},
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  primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2502.05163},
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  }
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  ```