如果你总觉得大模型高深莫测,建议看看这篇把它拆解成“文字预测器”的通俗科普
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">你肯定被“大模型”这个词刷过屏:有人晒和 AI 畅聊的截图,短视频里 AI 一分钟写出论文,甚至连你用的各种 App 都在说接入了大模型……</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
</span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">听起来特别高深,但说实话,大模型并不神秘。它学识渊博,但它没有自我意识而且有时候会胡说八道。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
</span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">今天,我们就用最通俗的大白话,来解释一下大模型!</span></div>
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<h3 class="ce-header ce-header--left">大模型的本质:它在本质上是一个很强的“推测高手”。
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;"></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">想象你和朋友聊天,你说“床前明月”,他立刻接“光”。你的朋友即使不懂诗,但他只要听很多遍,他就知道下一个字大概率就是“光”。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
</span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">大模型本质上也是一样,它就是一个规模极其庞大的</span><span md-inline="strong" class="md-pair-s " style="box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="box-sizing: border-box;"><b>“下一个字预测器”</b></span></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
</span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">它在出厂前,人们就已经给它输入了互联网上几乎所有公开的人类文字(几十万亿字)。当你给它一个开头,它就能根据数学概率,一个词一个词地给你推测出一个完整的回答。</span></div>
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<h3 class="ce-header ce-header--left">它为什么这么聪明?
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;"></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">举个例子:单个蚂蚁很笨,但几万只蚂蚁聚在一起就能造出复杂的蚁巢。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
</span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">所以当大模型读过无数个故事后,你给它一句话:“我买的苹果,一个很甜,一个坏了。”你问它“我买的什么?”它不仅回答“苹果”,还能顺带推理出坏了几个。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
</span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">这种“举一反三”的能力,就是大模型最让人震撼的地方。</span></div>
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<h3 class="ce-header ce-header--left">大模型是多模态的
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;"></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">现在的大模型不仅仅会处理文字问题,它还能处理图片和声音(也就是所谓的“多模态”)。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;"></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">例如:</span></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">你下班回家不知道吃啥,直接拿手机拍一张冰箱内部的照片发给它。</span></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">它不仅能认出里面有西红柿、鸡蛋和半瓶酱油,还能立刻根据这些食材给你出一份菜谱。</span></div>
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<h3 class="ce-header ce-header--left">大模型的缺陷</h3>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><b>鱼的记忆(上下文受限)</b></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;"></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">如果你扔给它一本几十万字的小说让它分析,它读着后面可能就忘了前面。聊天聊太久,它也会忘了你最开始的要求。</span><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;">
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<div class="ce-paragraph cdx-block ce-paragraph--left"><b>偏见</b></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="softbreak" class="md-softbreak" style="box-sizing: border-box;"></span><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">跟人类一样,对某些东西有刻板的印象(讨好、奉承等偏见)</span></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><b>带着人类的偏见</b></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="box-sizing: border-box;">因为它是人类训练的,所以也继承了人类的偏见(比如可能在不知不觉中带有刻板印象)。</span></div>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><b>AI其他缺陷</b>:https://bbs.gpt.cc/thread-324-1-1.html</div>
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<h4 class="ce-header ce-header--left">解决措施</h4>
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<div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="strong" class="md-pair-s " style="box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="box-sizing: border-box;"></span></span><span md-inline="plain" class="md-plain md-expand" style="box-sizing: border-box;">使用更强的AI大模型;不同的大模型,生成的内容,读取文本的能力,对上下文的记忆力都是不同的;所以使用更好的大模型是最有效的解决办法。<b>(推荐使用ChatGPT)</b></span></div>
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