测试时推理是第三维度。指模型为用户生成答案时消耗的算力。Muse Spark经训练学会先「思考」后应答,该过程被称作测试时推理。为提升单词元智能密度,强化学习在思考时间惩罚机制下最大化正确率,由此产生「思维压缩」现象:经历初期通过延长思考提升性能的阶段后,模型会压缩推理过程,用更少词元解决问题,随后再次扩展解决方案以实现更强性能。
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It's not impossible to replace a load-bearing wall. It just takes effort. It takes intent. You have to brace the wall, cut out the old beam, and replace it with something just as strong.