May 2025
Intermediate to advanced
382 pages
10h 33m
Chinese
Content preview from 图解大模型 : 生成式AI 原理与实战
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提示工程
｜
145
Why don't chickens make good comedians? Because their 'jokes' always 'feather'
the truth!
如表
6-1
所示，这些参数允许用户在创造性（高
temperature
和高
top_p
）和可预测性（低
temperature
和低
top_p
）之间进行调节。
表6-1：选择
temperature
和
top_p
值的用例
示例应用场景
temperature top_p
描 述
头脑风暴会议 高 高 高随机性输出，且可能输出的词元集合较大。生成的结果
通常高度多样化，往往富有创意和出人意料
邮件生成 低 低 高确定性的输出，且可能输出的词元集合较小。这会产生
可预测、重点明确和保守的输出
创意写作 高 低 高随机性输出，但可能输出的词元集合较小。这会产生有
创意的输出，但仍保持连贯性
翻译 低 高 高确定性的输出，但可能输出的词元集合较大。这会产生
连贯的输出，并且具有更广泛的词汇范围，从而更具语言
多样性
6.2
提示工程简介
在使用文本生成类
LLM
的过程中，提示工程是一个至关重要的部分。通过精心设计提示
词，我们可以引导
LLM
生成所需的响应。无论提示词是问题、陈述还是指令，提示工程
的主要目标都是引导模型生成有用的回复。
提示工程不仅仅是设计效果良好的提示词这么简单。它可以用作评估模型输出的工具，也
可用于设计保障措施和风险控制方法。提示词优化的迭代过程需要不断实验。目前没有，
未来也不太可能有完美的提示词设计。
在本节中，我们将介绍提示工程的常用方法，以及一些小技巧 ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.