Lynn 发表于 2026-6-25 17:59:22

我拆解了谷歌最新论文里的Prompt技巧,发现仅靠Ctrl C+Ctrl V就能大幅提高AI的准确率

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                <div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">过去两年,随着大模型越来越火,写提示词(Prompt)这件事逐渐变得越来越高深莫测。大家总觉得好的提示词必须结构清晰、层层递进,要有 Role(角色)、Rule(规则)、Context(背景)等。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">但谷歌发表的新论文(《Prompt Repetition Improves Non-Reasoning LLMs》),里面提出了一个特别简单且特别经典的技巧:</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">把你的问题,直接复制粘贴重复一遍。</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">没错,就是传说中的<span>&nbsp;</span></span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">Ctrl C + Ctrl V</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">(简称CV大法),不需要加“Please”,不需要加“Think step by step”,直接重复。</span></div>
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                <h4 class="ce-header ce-header--left">惊人的实验结果:“大力出奇迹”</h4>
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        <div class="ce-block__content" style="">
                <h4 class="ce-header ce-header--left">底层逻辑:为什么“废话”能让AI变聪明?</h4>
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</div><div class="ce-block ce-block--focused" data-id="ixleO8Vno_" >
        <div class="ce-block__content">
                <div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">这听起来就像个段子,但背后其实是有严密的工程逻辑支撑的。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">大模型训练时采用的是“因果语言模型”——它们只能从左往右,从前向后一个词一个词地看内容,</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">没法从后往前看内容</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">举个例子,假设你给 AI 出了一道情境选择题:</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">选项 A:把蓝方块放红方块左边。 选项 B:把红方块放蓝方块左边。 场景说明:现在红在左,蓝在右。哪项能改变画面?</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">当它看到选项 A 和 B 时,它脑子里是空的,因为它还不知道背景条件是什么。等它读到后面的场景说明时,前面的选项已经一闪而过了,它</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">没法回头重新读一遍</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">选项。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">但如果你按照谷歌的方法,</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">把题目完整复制一遍</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">:在第一遍读完后,AI 脑子里已经存下了“红在左蓝在右”的背景信息。当它读到</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">第二遍</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">的选项 A 和 B 时,它就能带着完整的条件去理解这个问题。准确率自然直线飙升。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">这就像我们看《盗梦空间》一样,看第二遍的时候,一定比第一遍领悟得更透彻。</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">重复,其实就是给了 AI 一次“回头看、再思考”的机会。</span></span></div>
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                <h4 class="ce-header ce-header--left">避坑指南:哪些模型不适用?</h4>
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                <div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">这个技巧目前主要针对的是</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">非推理模型</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">(那些不带“深度思考/思维链”功能的模型)。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">如果你用的是像 DeepSeek R1 这种推理模型,这个技巧就会失效。因为这些通过强化学习训练出来的模型,自己已经学会了这招。你在用它们的时候就会发现,它们思考的第一步,通常就是</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">先把你的问题复述一遍</span></span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">,然后它们就会在自己的脑子里排版。</span></div>
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                <h4 class="ce-header ce-header--left">个人感悟</h4>
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</div><div class="ce-block ce-block--focused" data-id="iiGifVxwMF" >
        <div class="ce-block__content">
                <div class="ce-paragraph cdx-block ce-paragraph--left"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">我们一直以来都对提示词充满了偏见。总以为必须用复杂的提示词才能控制模型。但很多纯粹的问答场景下,最有效的方法反而就是简单的重复一次。</span><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">这就是所谓的:</span><span md-inline="strong" class="md-pair-s " style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;"><span md-inline="plain" class="md-plain" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">“高山流水,大道至简“</span></span><span md-inline="plain" class="md-plain md-expand" style="overflow-wrap: break-word; padding: 0px; margin: 0px; -webkit-font-smoothing: subpixel-antialiased; box-sizing: border-box;">。</span>

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        opacity:0;
        visibility:visible;
        transform:scale(2.5)
}
.cdx-list__checkbox-check {
        cursor:pointer;
        display:inline-block;
        position:relative;
        margin:0 auto;
        width:1.2em;
        height:1.2em;
        box-sizing:border-box;
        border-radius:5px;
        border:1px solid #C9C9C9;
        background:#fff
}
.cdx-list__checkbox-check:before {
        content:"";
        position:absolute;
        top:0;
        right:0;
        bottom:0;
        left:0;
        border-radius:100%;
        background-color:#369FFF;
        visibility:hidden;
        pointer-events:none;
        transform:scale(1);
        transition:transform .4s ease-out,opacity .4s
}
.cdx-list__checkbox-check--disabled {
        pointer-events:none
}
.cdx-list-start-with-field {
        background:#F8F8F8;
        border:1px solid rgba(226,226,229,.2);
        border-radius:6px;
        padding:2px;
        display:grid;
        grid-template-columns:auto auto 1fr;
        grid-template-rows:auto
}
.cdx-list-start-with-field--invalid {
        background:#FFECED;
        border:1px solid #E13F3F
}
.cdx-list-start-with-field--invalid .cdx-list-start-with-field__input {
        color:#e13f3f
}
.cdx-list-start-with-field__input {
        font-size:16px;
        outline:none;
        font-weight:500;
        font-family:inherit;
        border:0;
        background:transparent;
        margin:0;
        padding:0;
        line-height:22px;
        min-width:calc(100% - 10px)
}
.cdx-list-start-with-field__input::placeholder {
        color:#797979;
        font-weight:500
}

</style><style type="text/css">
.ce-block {
    margin-bottom: 20px;
}
.ce-block__content,.ce-toolbar__content {
        /* max-width:calc(100% - 50px) */
        margin-left: auto;
    margin-right: auto;
}
.image-tool {
--bg-color: #cdd1e0;
--front-color: #388ae5;
--border-color: #e8e8eb;

}

.image-tool__image {
    border-radius: 3px;
    overflow: hidden;
    margin-bottom: 10px;
}

.image-tool__image-picture {
      max-width: 100%;
      vertical-align: bottom;
      display: block;
      margin-left: auto;
      margin-right: auto;
    }

.image-tool__image-preloader {
      width: 50px;
      height: 50px;
      border-radius: 50%;
      background-size: cover;
      margin: auto;
      position: relative;
      background-color: #cdd1e0;
      background-position: center center;
    }

.image-tool__image-preloader::after {
      content: "";
      position: absolute;
      z-index: 3;
      width: 60px;
      height: 60px;
      border-radius: 50%;
      border: 2px solid #cdd1e0;
      border-top-color: #388ae5;
      left: 50%;
      top: 50%;
      margin-top: -30px;
      margin-left: -30px;
      animation: image-preloader-spin 2s infinite linear;
      box-sizing: border-box;
      }

.image-tool__caption::before {
      position: absolute !important;
      content: attr(data-placeholder);
      color: #707684;
      font-weight: normal;
      display: none;
    }

.image-tool__caption:empty::before {
      display: block;
      }

.image-tool__caption:empty:focus::before {
      display: none;
      }

.image-tool--empty .image-tool__image {
      display: none;
    }

.image-tool--empty .image-tool__caption, .image-tool--loading .image-tool__caption {
      display: none;
    }

.image-tool .cdx-button {
    display: flex;
    align-items: center;
    justify-content: center;
}

.image-tool .cdx-button svg {
      height: auto;
      margin: 0 6px 0 0;
    }

.image-tool--filled .cdx-button {
      display: none;
    }

.image-tool--filled .image-tool__image-preloader {
      display: none;
      }

.image-tool--loading .image-tool__image {
      min-height: 200px;
      display: flex;
      border: 1px solid #e8e8eb;
      background-color: #fff;
    }

.image-tool--loading .image-tool__image-picture {
      display: none;
      }

.image-tool--loading .cdx-button {
      display: none;
    }

/**
   * Tunes
   * ----------------
   */

.image-tool--withBorder .image-tool__image {
      border: 1px solid #e8e8eb;
    }

.image-tool--withBackground .image-tool__image {
      padding: 15px;
      background: #cdd1e0;
    }

.image-tool--withBackground .image-tool__image-picture {
      max-width: 60%;
      margin: 0 auto;
      }

.image-tool--stretched .image-tool__image-picture {
      width: 100%;
      }

.image-tool__caption {
                text-align: center;
                font-size: 14px;
                color: #a3a3a3;
        }
@keyframes image-preloader-spin {
0% {
    transform: rotate(0deg);
}
100% {
    transform: rotate(360deg);
}
}
</style><style type="text/css">
.inline-code {
background: rgba(250, 239, 240, 0.78);
color: #b44437;
padding: 3px 4px;
border-radius: 5px;
margin: 0 1px;
font-family: inherit;
font-size: 0.86em;
font-weight: 500;
letter-spacing: 0.3px;
}
</style>
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