I used z3 theorem prover to assess LLM output, which is a pretty decent SAT solver. I considered the LLM output successful if it determines the formula is SAT or UNSAT correctly, and for SAT case it needs to provide a valid assignment. Testing the assignment is easy, given an assignment you can add a single variable clause to the formula. If the resulting formula is still SAT, that means the assignment is valid otherwise it means that the assignment contradicts with the formula, and it is invalid.
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В России ответили на имитирующие высадку на Украине учения НАТО18:04
当下的AI行业普遍存在两个问题,一是产品化高度单一无法实现差异化;二是智能硬件多数只停留在用AI营销而非解决问题。