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TopicsLarge language models LLM Safety Training Adversarial robustness

Making open-weight LLM safeguards resistant to fine-tuning attacks is a tractable problem.

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https://arxiv.org/pdf/2408.00761 Untraced · nothing upstream recorded

Tamper-Resistant Safeguards for Open-Weight LLMsAug 1, 2024 Untraced · nothing upstream recorded

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Our results demonstrate that progress on tamper-resistance is possible, opening up a promising new avenue to improve the safety and security of open-weight LLMs.

Tamper-Resistant Safeguards for Open-Weight LLMsextraction 0.65

Abstract conclusion, drawn from the TAR evaluation results.

This shows that tamper-resistance is a tractable problem on which progress can be made.

https://arxiv.org/pdf/2408.00761extraction 0.80

Section 5.3 after red-teaming results; echoed in conclusion

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