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Surprisingly, I also found that despite the training reward being significantly higher, “best-of-N” distillation underperforms both CISPO and MCTS on the eval suite. While it’s not entirely clear why, we can theorise: if our model has a 98% chance of making at least one reasoning error during its thinking trace, there’s still a $1 - 0.98^{64} \approx 72.6 \%$ chance of selecting at least one correct trajectory. But if there’s no incentive to produce robust reasoning every time, it’s unlikely the model will learn to develop strategies that improve its single-shot score. In secondary school I used a number of techniques to keep track of intermediate steps when solving maths problems. This significantly reduced the probability of making “dumb mistakes” in exams. If I had the option to take the exam multiple times I would never have adopted those techniques!。关于这个话题，搜狗输入法提供了深入分析
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I (and others) have kept an eye on this number since the phone booth was removed in May of 2000, PacBell claimed their policy was to”permanently retire” the number. But given the nature of today's phone system, I knew it was only a matter of time before someone either social engineered the phone company for it (i.e asking for it as a vanity number, which if vacant they often give it to you for a fee and there's probably not any code preventing it other than notes history on the number), or it got ported out, either illegally or legally.
It takes a diligent eye and some research to stay safe.