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Phil retweeted
其实 R1 的训练过程和人的学习成长特别像。SFT Memorize，RL Generalize。所以打工别打太长时间，学会了基本格式就尽量去真实世界RL就好了。 模型需要非常好的 Pre-Train，并且数据质量要高。对人来说，就是要好的通识角度，博览群书，啥科目都要看看，而且要多看教科书，少看低质量短视频和网络帖子。 然后 SFT 帮助你能够强化记忆和能力，基本上大家专门学习特定的专业，以及去大厂打工都是这个逻辑。在某一个领域还是需要监督学习，做题也好，在公司里收到立刻短时过程反馈。 但是 SFT 有个缺点，就是 Overfit，一旦遇到分布外的数据表现急剧下降。所以如果一门心思在大厂打工，习惯了短时的公司内反馈，一旦遇到现在这种行业大变化，离开大厂就会非常痛苦，实际解决真实世界问题的能力并没有那么好。 但是 RL 有很强的泛化能力，所谓人教人不会，事儿教人一教就会。融资创业也好，做个小生意也好，被“稀疏奖励”的现实世界抽两个大嘴巴子立刻就成长了。 但是完全从 RL 学习又很难，所以 RL-Zero 那种一毕业就创业还是很难的。最好是先简单 SFT 一下，拿一点“格式奖励”，学会做事情的基本套路，再跑出来让现实世界对自己打脸。不过千万别长期SFT下去。 Pre-Train => 简单SFT => 然后依赖RL 可以获得最好的泛化能力。
迷因世界女王 �... @pcc07799
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46K Followers 617 Following 生活有时是喜剧，有时是悲剧，但是不管什么时候都可以发段子。｜因为淋过雨，看别人淋雨的时候，送上录音笔。｜先天离婚圣体，古希腊掌管录音笔的神。｜https://t.co/w5SkYgz0KA 〔备用账号 @shadiaofriend〕
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联合早报 Lianhe Z... @zaobaosg
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lidang 立党 （劝�... @lidangzzz
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