From prediction to understanding: A review of XAI applications and innovations in materials science

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一切政绩,必须植根“实际”的土壤,遵循“规律”的准则,这是中国共产党人实事求是精神的内在要求。

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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.

Harry Styl