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cs.CR2024
BadGPT-4o: stripping safety finetuning from GPT models
Ekaterina Krupkina, Dmitrii Volkov
We show a version of Qi et al. 2023's simple fine-tuning poisoning technique strips GPT-4o's safety guardrails without degrading the model. The BadGPT attack matches best white-box…
cs.LG2024
Badllama 3: removing safety finetuning from Llama 3 in minutes
Dmitrii Volkov
We show that extensive LLM safety fine-tuning is easily subverted when an attacker has access to model weights. We evaluate three state-of-the-art fine-tuning methods-QLoRA, ReFT,…