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<article class="markdown"><h1 id="先进工具">
先进工具
<a class="anchor" href="#%e5%85%88%e8%bf%9b%e5%b7%a5%e5%85%b7">#</a>
</h1>
<h2 id="前言">
前言
<a class="anchor" href="#%e5%89%8d%e8%a8%80">#</a>
</h2>
<p>每个时代都有一些划时代的工具</p>
<h2 id="目录">
目录
<a class="anchor" href="#%e7%9b%ae%e5%bd%95">#</a>
</h2>
<ul>
<li><a href="/zh/docs/%E5%85%88%E8%BF%9B%E5%B7%A5%E5%85%B7/llm%E7%B3%BB%E5%88%97/">LLM系列</a>
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开始使用
<a class="anchor" href="#%e5%bc%80%e5%a7%8b%e4%bd%bf%e7%94%a8">#</a>
</h2>
<p>使用很简单，所需的资源都罗列好了，</p>
<p>点击左侧的 <strong>T</strong>able <strong>o</strong>f <strong>C</strong>ontent（<strong>ToC</strong>）查看具体的简介吧。</p>
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<article class="markdown"><h1 id="prompt-example">
Prompt Example
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<div class="book-tabs"><input type="radio" class="toggle" name="tabs-词典" id="tabs-词典-0" checked="checked" />
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<div class="book-tabs-content markdown-inner"><p>System Prompt</p>
<pre tabindex="0"><code>You are an English word lookup helper. Whenever a user sends you an English word, you respond to the user in a fixed format, and if the user sends you something other than a word, reply with an &#39;invalid token&#39;.
</code></pre><p>User</p>
<pre tabindex="0"><code>run
</code></pre><p>Assistant</p>
<pre tabindex="0"><code>## run [/rʌn/]
### n. 奔跑;竞赛;连续的演出
&gt; He went for a run after work.
&gt;
&gt; 他下班后去跑步了
### v. 奔跑;运行
&gt; I like to run in the park every morning.
&gt;
&gt; 我喜欢每天早上在公园里跑步
### adj. 连续的;流畅的
&gt; This printer is really fast and runs smoothly.
&gt;
&gt; 这台打印机速度非常快，而且运行流畅
</code></pre><p>User</p>
<pre tabindex="0"><code>with
</code></pre><p>Assistant</p>
<pre tabindex="0"><code>## with [wɪð, wɪθ]
### prep. 有;带着;使用;用
&gt; She cut the cake with a knife.
&gt;
&gt; 她用刀子切蛋糕。
### conj. 和;随着
&gt; With a little bit of luck, we&#39;ll finish the project on time.
&gt;
&gt; 有点运气的话，我们会按时完成这个项目。
### adv. 一起;同时
&gt; They arrived with their children.
&gt;
&gt; 他们带着孩子一起到达了。
</code></pre></div><input type="radio" class="toggle" name="tabs-词典" id="tabs-词典-2" />
<label for="tabs-词典-2">解释</label>
<div class="book-tabs-content markdown-inner"><p>这里使用了Few Shot的技巧，直接使用一个System Prompt可能会导致输出内容的格式不确定。</p>
<p>通过这两个例子，我们的输出非常理想。</p>
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<article class="markdown"><h1 id="prompt-technique">
Prompt Technique
<a class="anchor" href="#prompt-technique">#</a>
</h1>
<h2 id="zero-shot">
Zero Shot
<a class="anchor" href="#zero-shot">#</a>
</h2>
<div class="book-tabs"><input type="radio" class="toggle" name="tabs-Zero Shot" id="tabs-Zero Shot-0" checked="checked" />
<label for="tabs-Zero Shot-0">简介</label>
<div class="book-tabs-content markdown-inner"><p>关于这一部分，我建议阅读<a href="https://www.promptingguide.ai/techniques/">Prompt Engineering Guide</a>的<a href="https://www.promptingguide.ai/techniques/zeroshot">Zero-Shot Prompting</a>部分。</p>
<p>简而言之，就是不给例子，在提示词中直接给出指令，一般情况下效果也不错。</p>
</div><input type="radio" class="toggle" name="tabs-Zero Shot" id="tabs-Zero Shot-1" />
<label for="tabs-Zero Shot-1">例子</label>
<div class="book-tabs-content markdown-inner"><p>Prompt：</p>
<blockquote>
<p>Classify the text into neutral, negative or positive.<br>
Text: I think the vacation is okay.<br>
Sentiment:</p>
</blockquote>
<p>Output：</p>
<blockquote>
<p>Neutral</p>
</blockquote>
</div></div>
<h2 id="few-shot">
Few Shot
<a class="anchor" href="#few-shot">#</a>
</h2>
<div class="book-tabs"><input type="radio" class="toggle" name="tabs-Few Shot" id="tabs-Few Shot-0" checked="checked" />
<label for="tabs-Few Shot-0">简介</label>
<div class="book-tabs-content markdown-inner"><p>关于这一部分，我建议阅读<a href="https://www.promptingguide.ai/techniques/">Prompt Engineering Guide</a>的<a href="https://www.promptingguide.ai/techniques/fewshot">Few-Shot Prompting</a>部分。</p>
<p>原意是少量样本提示词。在提示词中提供例子，以引导模型获得更好的性能。</p>
</div><input type="radio" class="toggle" name="tabs-Few Shot" id="tabs-Few Shot-1" />
<label for="tabs-Few Shot-1">例子</label>
<div class="book-tabs-content markdown-inner"><p>Prompt：</p>
<blockquote>
<p>This is awesome! // Negative<br>
This is bad! // Positive<br>
Wow that movie was rad! // Positive<br>
What a horrible show! //</p>
</blockquote>
<p>Output：</p>
<blockquote>
<p>Negative</p>
</blockquote>
</div></div>
<h2 id="chain-of-thought-cot">
<strong>C</strong>hain-<strong>o</strong>f-<strong>T</strong>hought (<strong>CoT</strong>)
<a class="anchor" href="#chain-of-thought-cot">#</a>
</h2>
<div class="book-tabs"><input type="radio" class="toggle" name="tabs-Chain-of-Thought (CoT)" id="tabs-Chain-of-Thought (CoT)-0" checked="checked" />
<label for="tabs-Chain-of-Thought (CoT)-0">简介</label>
<div class="book-tabs-content markdown-inner"><p>关于这一部分，我建议阅读<a href="https://www.promptingguide.ai/techniques/">Prompt Engineering Guide</a>的<a href="https://www.promptingguide.ai/techniques/cot">Chain-of-Thought Prompting</a>部分。</p>
<p>逻辑链是我们在大模型中发现的一项神奇性能。直接让模型回答结果大概率是错的，但是让模型给出思考过程在作答，那大概率是对的。</p>
</div><input type="radio" class="toggle" name="tabs-Chain-of-Thought (CoT)" id="tabs-Chain-of-Thought (CoT)-1" />
<label for="tabs-Chain-of-Thought (CoT)-1">例子</label>
<div class="book-tabs-content markdown-inner"><div class="book-columns flex flex-wrap">
<div class="flex-even markdown-inner">
<h3 id="standard-prompting">
Standard Prompting
<a class="anchor" href="#standard-prompting">#</a>
</h3>
<h4 id="model-input">
Model Input:
<a class="anchor" href="#model-input">#</a>
</h4>
<blockquote>
<p>Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?</p>
<p>A: The answer is 11.</p>
<p>Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?</p>
</blockquote>
<h4 id="model-output">
Model Output:
<a class="anchor" href="#model-output">#</a>
</h4>
<blockquote class="book-hint danger">
The answer is 27.
</blockquote>
</div>
<div class="flex-even markdown-inner">
<h3 id="chain-of-thought-cot-prompting">
Chain-of-Thought (CoT) Prompting
<a class="anchor" href="#chain-of-thought-cot-prompting">#</a>
</h3>
<h4 id="model-input">
Model Input:
<a class="anchor" href="#model-input">#</a>
</h4>
<blockquote>
<p>Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?</p>
<p>A: <mark style="background: #a5ec99">Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. 5 + 6 = 11.</mark> The answer is 11.</p>
<p>Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?</p>
</blockquote>
<h4 id="model-output">
Model Output:
<a class="anchor" href="#model-output">#</a>
</h4>
<blockquote class="book-hint info">
A: <mark style="background: #a5ec99">The cafeteria had 23 apples originally. They used 20 to make lunch. So they had 23 - 20 = 3. They bought 6 more apples, so they have 3 + 6 = 9.</mark> The answer is 9.
</blockquote>
</div>
</div>
<p>Source: <a href="https://arxiv.org/abs/2201.11903">Wei et al. (2022)</a></p>
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<li><a href="#免费midjourney服务">免费Midjourney服务</a></li>
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免费服务
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<a class="anchor" href="#%e5%89%8d%e8%a8%80">#</a>
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<h2 id="waiting-list">
Waiting List
<a class="anchor" href="#waiting-list">#</a>
</h2>
<p>在填写此Form之前建议先阅读之后对各个服务的介绍。</p>
<p>Form中的组织信息很重要，虽然不是必填，但是会极大程度影响我们的判断。我们优先把名额给予同一学校的成员。</p>
<iframe width="100%" height="480px" src="https://forms.office.com/Pages/ResponsePage.aspx?id=DQSIkWdsW0yxEjajBLZtrQAAAAAAAAAAAAN__jtRrTNUQzlBSTZFRjFJMEswTjJKNzRCOTVZUk5DUy4u&embed=true" frameborder="0" marginwidth="0" marginheight="0" style="border: none; max-width:100%; max-height:100vh" allowfullscreen webkitallowfullscreen mozallowfullscreen msallowfullscreen> </iframe>
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<h2 id="chatgpt-next-web">
ChatGPT Next Web
<a class="anchor" href="#chatgpt-next-web">#</a>
</h2>
<p>这是免费的GPT-3.5服务，基于ChatGPT-Next-Web部署的。接入了GPT-3.5 API，因此自定义程度很高。System Prompt，Temperature，Presence Penalty都可以自定义，还能使用Few Shot的Prompt技巧。</p>
<p><a href="https://github.com/Yidadaa/ChatGPT-Next-Web/"><img src="https://github-readme-stats.jamesflare.com/api/pin/?username=Yidadaa&amp;repo=ChatGPT-Next-Web&amp;theme=github_dark_dimmed&amp;show_owner=true" alt="ChatGPT-Next-Web Git Card" /></a></p>
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ChatGPT Web Share
<a class="anchor" href="#chatgpt-web-share">#</a>
</h2>
<p>这是GPT-3.5/GPT-4服务，基于chatgpt-web-share部署的。和OpenAI官方的聊天室表现一致，因为接入的就是ChatGPT Plus账号。此服务容量有限，未必会大范围开放。</p>
<p><a href="https://github.com/moeakwak/chatgpt-web-share/"><img src="https://github-readme-stats.jamesflare.com/api/pin/?username=moeakwak&amp;repo=chatgpt-web-share&amp;theme=github_dark_dimmed&amp;show_owner=true" alt="chatgpt-web-share Git Card" /></a></p>
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其它LLM模型
<a class="anchor" href="#%e5%85%b6%e5%ae%83llm%e6%a8%a1%e5%9e%8b">#</a>
</h2>
<p>有很多优秀的开源<strong>L</strong>arge <strong>L</strong>anguage <strong>M</strong>odel（<strong>LLM</strong>），比如LLaMA，Alpaca，Vicuna，ChatGLM，MOSS，StableLM，StableVicuna。它们未来的潜力无限，我们也应该开发他们的用途，不过此项目还没开始。</p>
<h2 id="免费midjourney服务">
免费Midjourney服务
<a class="anchor" href="#%e5%85%8d%e8%b4%b9midjourney%e6%9c%8d%e5%8a%a1">#</a>
</h2>
<p>这是Midjourney服务，计划使用MidJourney-Wrapper实现共享。暂时还没开始。</p>
<p><a href="https://github.com/Wildric-Auric/MidJourney-Wrapper/"><img src="https://github-readme-stats.jamesflare.com/api/pin/?username=Wildric-Auric&amp;repo=MidJourney-Wrapper&amp;theme=github_dark_dimmed&amp;show_owner=true" alt="MidJourney-Wrapper Git Card" /></a></p>
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免费Stable Diffusion服务
<a class="anchor" href="#%e5%85%8d%e8%b4%b9stable-diffusion%e6%9c%8d%e5%8a%a1">#</a>
</h2>
<p>Stable Diffusion作为开源绘画AI的扛把子，我们也计划支持此模型，但是还没开始。</p>
<h2 id="免费deepfloyd-if服务">
免费DeepFloyd IF服务
<a class="anchor" href="#%e5%85%8d%e8%b4%b9deepfloyd-if%e6%9c%8d%e5%8a%a1">#</a>
</h2>
<p>DeepFloyd IF和Stable Diffusion都和Stability AI有联系，它把绘画水平提升了一个档次，但是还没开始。</p>
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