We’re developing a blueprint for evaluating the risk that a large language model (LLM) could aid someone in creating a biological threat. In an evaluation involving both biology experts and students, we found that GPT-4 provides at most a mild uplift in biological threat creation accuracy. While this uplift is not large enough to be conclusive, our finding is a starting point for continued research and community deliberation.
  • @V0ldekEnglish
    5•8 months ago

    [Datalog] is equivalent to tuple relational calculus

    Well, Prolog also allows recursion, and is Turing complete, so it’s not as rudimentary as you make it out to be.

    But to anyone even passingly familiar with theoretical CS this is nonsense. Prolog is not “reasoning” in any deeper sense than C is “reasoning”, or that your pocket calculator is “reasoning”. It’s reductive to the point of absurdity, if your definition of “reason” includes Prolog then the Brainfuck compiler is AGI.

    • @selfMAEnglish
      2•8 months ago

      Datalog is specifically a non-TC subset of Prolog with a modified evaluation strategy that guarantees queries always terminate, though I was being imprecise — it’s the non-recursive subset of Datalog that’s directly equivalent to TRC (though Wikipedia shows this by mapping Datalog to relational algebra, whereas I’d argue the mapping between TRC and Datalog is even easier to demonstrate). hopefully my imprecision didn’t muddy my point — the special sauce at Prolog’s core that folks seem to fetishize is essentially ordinary database shit, and the idea of a relational database having any kind of general reasoning is plainly ridiculous.