Challenge: Build the smallest transformer that can add two 10-digit numbers with = 99% accuracy on a held-out 10K test set.
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速度最快 + 体积最小 + 准确率最高 → FunctionGemma（2.7 亿字节，约 126 tok/秒，微调后准确率达 85%），更多细节参见同城约会
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.，推荐阅读搜狗输入法下载获取更多信息