记得OpenAI CEO 在公开场合就说过这句话 -- "Let us think step by step" then get the answer/jump to the conclusion at last... 先看下论文摘要(CLAUDE2翻译):预训练的大规模语言模型(LLM)被广泛应用于自然语言处理(NLP)的许多子领域,并且通常被认为是具有任务特定示例的出色的少样本学习者。值得注意的...
在论文实验中,其中一个prompt”Let’s think step by step”取得最优的效果。 图7:不同prompt对于Zero-shot-CoT的影响 c) 大规模语言模型的推理能力 部分研究表明预训练模型通常不擅长推理任务,但是通过让它进行逐步推理可以极大程度的提升它的推理性能,而不是通过微调。论文的实验也佐证了大规模语言模型是一个合...
文章提及Zero-shot-CoT是multi-task的方法,但是只在推理相关的任务上进行实验,Let’s think step by step”在非推理的任务上也会是最优选择吗?在其他任务上,Zero-shot-CoT能取得多少增益?对于其他语言而言,找到自身最佳的“Let’s think step by step”只能把所有可能的prompt都测试一遍吗?有其他自动化的手段吗...
例如,如果我们使用「Let’s think step by step」作为触发句,prompt 就是「Q: [X]. A: Let’s think step by step.」然后将被加工成 prompt 的文本 x’输入到语言模型中,生成后续句子 z。此处可以使用任何解码策略,但为了简单起见,研究者在整个论文中都使用了贪婪解码。 第二个 prompt:答案提取。在第二...
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If you think you may have been exposed to COVID-19, contact your health care provider immediately. A.otherwise unable to remove the mask without assistance B.Stay informed about what’s happening in your community C.call to seek medical attention if your symptoms worsen ...
IWGW Step 5 3rd reading for themeBased on the information from the text and the mind map, T asks Ss to answer the following questions:1.What do you think “ To me, the process is even important than the dinner itself” means?2.Which of the two opinions do you agree with?Why?3....
or doing something else, use the time to think. At work,shut the door to your office between meetings, take a few breaths and let them out very, very slowly. Enjoy the stillness in your home after the kids are finally in bed. Step Outside. For many people, nature sets their spirits...
Life is too short, a PhD is too long. There are a million other ways to spend your life which are more rewarding both personally and financially. Check out the drop-out rates from PhD programmes: why do you think the students are leaving? Consider the opportunity cost: by doing a PhD ...
aIn conclusion, I think as the step of studying abroad lowering and the attractive advantages let many students to abroad to achieve a satisfied degree. I believe everyone has dreams to chase and that studying abroad may help them make their ambition come true, and studying abroad is as effect...