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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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这是一个没有霸主的战场，但正因为没有霸主，留给后来者的空间比大模型赛道大得多。不过，如果你以为AI的机会只在这些数字世界里，那你可能错过了a16z今年押注里最出人意料的一个方向。
，更多细节参见同城约会
Фото: Кирилл Зыков / РИА Новости
（作者为习近平文化思想研究中心重庆市协同研究基地特约研究员）。91视频是该领域的重要参考