The Tension Between Ethical Reasoning and Safety Alignment
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Between a Rock and a Hard Place: The Tension Between Ethical Reasoning and Safety Alignment in LLMs
arXiv:2509.05367v5 Announce Type: replace Abstract: Large Language Model safety alignment predominantly operates on a binary assumption that requests are either safe or unsafe. This classification proves insufficient when models encounter ethical dilemmas, where the capacity to reason through moral trade-offs creates a distinct attack surface. We formalize this vulnerability through TRIAL, a multi-turn red-teaming methodology that embeds harmful requests within ethical framings.
Does JD Vance have to choose between Pope Leo and Peter Thiel?
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