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@omarsar0· @omarsar0 · X·· 2026-09-04AI 评分25
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两个验证器为每次运行打分。 结果验证器对照隐藏的真实答案检查结果。它永远看不到求解器是如何得出答案的。 过程验证器审查记录的操作、错误和修正。它永远看不到结果分数,也不知道是哪个求解器产生了这次运行。 就像单元测试加上代码审查,而审查者从不会被告知测试是否通过。

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Two verifiers score every run.

The outcome verifier checks the result against hidden ground truth. It never sees how the solver got there.

The process verifier reviews the recorded actions, errors, and corrections. It never sees the outcome score or which solver produced the run.

Think unit tests plus code review, where the reviewer is never told whether the tests passed.

来源:@omarsar0 · x.com