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If we abstract out the notion of "ethical constraints" and "KPIs" and look at the issue from a low-level LLM point of view, I think it is very likely that what these tests verified is a combination of: 1) the ability of the models to follow the prompt with conflicting constraints, and 2) their built-in weights in case of the SAMR metric as defined in the paper. Essentially the models are given a set of conflicting constraints with some relative importance (ethics>KPIs), a pressure to follow the latter and not the former, and then models are observed at how good they follow the instructions to prioritize based on importance. I wonder if the results would be comparable if we replace ehtics+KPIs by any comparable pair and create a pressure on the model. In practical real-life scenarios this study is very interesting and applicable! At the same time it is important to keep in mind that it anthropomorphizes the models that technically don't interpret the ethical constraints the same was as this is assumed by most readers. |
Violating ethics to improve KPI sounds like your average fortune 500 business.