用 AI 帮你找论文?还有什么是人工智能做不到的!
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">源自</span> | <span style="color: black;">微X</span>公众号:芝兰玉树</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">作者 | 王树义</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">本文为你介绍一款基于人工智能的arXiv论文检索与<span style="color: black;">举荐</span>引擎,来<span style="color: black;">帮忙</span>你处理论文<span style="color: black;">查询</span>和筛选问题。</span></p>
<h2 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">▌</span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></strong></span></strong></strong></span><span style="color: black;"><strong style="color: blue;"><span style="color: black;">检索</span></strong></span></h2>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">我为你<span style="color: black;">举荐</span>的这个论文检索引擎,叫做arXiv-sanity。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">第1</span>次<span style="color: black;">运用</span>的时候,<span style="color: black;">意见</span>你点击这个链接(https://youtu.be/S2GY3gh6qC8)查看介绍视频。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpL6XTEnxbECxQaEtkr9Hu4yE3GnIoOQH8sWXJPicduiccfUa7ktOzdt5Q/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">为了<span style="color: black;">运用</span>这个检索引擎,你需要创建一个账户。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">别怕麻烦,10几秒钟就能完成。只是你需要把<span style="color: black;">秘码</span>记录下来,<span style="color: black;">以避免</span>下次忘记。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">咱们</span>来对比一下,arXiv和arXiv-sanity中,依据关键词检索论文的结果有什么差异。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">在arXiv里面,搜索“keras”,结果是这个样子的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpOGDfvKK2EE5akUACIwwOldFl7by7tmU6SMQibc5TJfmj1NNOQMRp9ug/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">看着中规中矩,对吧?</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">而在arXiv-sanity中搜索<span style="color: black;">一样</span>的关键词,结果是<span style="color: black;">这般</span>的:</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpVB198l2aia6SVYhDLxZic4Nuq1yhohD85TolGTMHFl5xroo6xEb6ExBQ/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">arXiv-sanity的搜索结果以更加可视化的形式呈现。你不仅<span style="color: black;">能够</span>看到标题、作者等信息,<span style="color: black;">况且</span>还<span style="color: black;">能够</span>直观看到其中正文的预览图。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">这般</span>一来,一眼扫过去,你就<span style="color: black;">能够</span>观其大略,<span style="color: black;">发掘</span>某篇论文<span style="color: black;">是不是</span>符合你的口味。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">我的<span style="color: black;">科研</span>生应该会比较<span style="color: black;">爱好</span>这个功能。<span style="color: black;">这般</span><span style="color: black;">她们</span>寻找候选翻译论文的时候,就能<span style="color: black;">尽可能</span>避开公式太多的了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">基于关键词的检索是最为基本的功能。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">咱们</span>来<span style="color: black;">瞧瞧</span>其他服务。</span></p>
<h2 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">▌</span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></strong></span></strong></strong></span><span style="color: black;"><strong style="color: blue;"><span style="color: black;">群体</span></strong></span></h2>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">一篇论文写得<span style="color: black;">怎样</span>?其他用户可能会有评论。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">点击“Discussions”按钮,你就能查看评论,从而<span style="color: black;">认识</span>他人眼里,论文的优点与不足了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpxUzcHdotIPtnqWQPUHTib4NT75bQGdHFLCPgr1SYriamicUkXOGNVdaXg/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">倘若</span>你暂时还<span style="color: black;">无</span>确立自己的<span style="color: black;">科研</span>方向与兴趣,<span style="color: black;">亦</span><span style="color: black;">无</span>关系。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">这套论文检索系统充分利用了人类用户的群体智慧(crowd wisdom),即观察和分析他人的<span style="color: black;">行径</span>,来帮你找到可能感兴趣的论文。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">尝试一下,点击屏幕上方的“top recent”按钮。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIp59tkhPqmypGwfRX2ANebTx9HZJzRn7Sh7GXwMkYRSnZD0eBX4be6HA/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">系统会<span style="color: black;">按照</span>他人在文献库<span style="color: black;">保藏</span>的<span style="color: black;">状况</span>,为你<span style="color: black;">举荐</span><span style="color: black;">1星期</span>内最受欢迎的论文。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">当然你<span style="color: black;">亦</span><span style="color: black;">能够</span>自己<span style="color: black;">选取</span>时间尺度。<span style="color: black;">咱们</span>来尝试一下“All Time”(全部时间段)。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpFPGL6UmjjrJounXcs9jgOv3JQibjsHfg6O0TdELz34uia7icHTVrjYzBA/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">深度学习<span style="color: black;">行业</span>大牛Ian Goodfellow的论文NIPS 2016 Tutorial(<span style="color: black;">发布</span>于2017年)排在<span style="color: black;">第1</span>位。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">然则</span><span style="color: black;">运用</span>这个检索系统的人毕竟还有限。<span style="color: black;">少许</span>人的关注,可能不足以说明问题。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">不碍事</span>,这个系统还和社交<span style="color: black;">媒介</span>平台Twitter链接了起来。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">点击屏幕上方的“top hype”按钮,你会看到以下界面。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpEg23MGXMQhDnrcUppYV3j3SkBX7Dstz0OKngwZD8t2z3aEvBXKjUJA/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你<span style="color: black;">能够</span>试试把鼠标滑动到某个Twitter用户头像上,直接看TA说了什么。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpzYYibuiaPS1EkPL9y6C5KFdwHQywlJkcDzWiaGDcwvDBjiaWb8dQ6r9Fxg/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">当然,社交<span style="color: black;">媒介</span>平台上的数据,<span style="color: black;">亦</span>并非完全<span style="color: black;">关联</span>与<span style="color: black;">靠谱</span>。<span style="color: black;">然则</span><span style="color: black;">针对</span><span style="color: black;">研究</span>内容的<span style="color: black;">评估</span>和传播<span style="color: black;">来讲</span>,社交<span style="color: black;">媒介</span>数据(评论、转发等)还是比较有参考价值的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">毕竟,愿意<span style="color: black;">科研</span>论文的人,大致上还是有<span style="color: black;">必定</span>的学术<span style="color: black;">基本</span>,并且比较珍视自己的名誉,因此胡乱<span style="color: black;">评估</span>的概率较低。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">将检索平台<span style="color: black;">自己</span>的<span style="color: black;">保藏</span>数量和社交<span style="color: black;">媒介</span><span style="color: black;">举荐</span>相互印证,你就不难找到<span style="color: black;">有些</span>引领趋势的<span style="color: black;">科研</span>成果。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">可是,这些成果虽然<span style="color: black;">表率</span>了流行程度和受关注度,却未必符合你的胃口。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">这就该人工智能上场了。</span></p>
<h2 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">▌</span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></strong></span></strong></strong></span><span style="color: black;"><strong style="color: blue;"><span style="color: black;">智能</span></strong></span></h2>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你<span style="color: black;">能够</span><span style="color: black;">经过</span><span style="color: black;">文案</span>内容的<span style="color: black;">类似</span>性寻找符合口味的论文。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">回到<span style="color: black;">咱们</span><span style="color: black;">刚才</span>检索“Keras”的<span style="color: black;">第1</span>个结果下,点击“show similar”,就能看见以下分析结果。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpLzattdf8WOiaYsy1F2no127Jz2qVQmVU8iczxnX1w4Df07cMPy3FVCbw/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">系统<span style="color: black;">经过</span>自然语言处理后,认为与该<span style="color: black;">科研</span><span style="color: black;">关联</span>的<span style="color: black;">文案</span>都被列出来了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">咱们</span>检索的Keras是一种深度学习框架,结果标题中<span style="color: black;">显现</span>Theano<span style="color: black;">亦</span>是。看来<span style="color: black;">设备</span>帮<span style="color: black;">咱们</span>找的<span style="color: black;">类似</span>性还是比较<span style="color: black;">可靠</span>的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">比起人工<span style="color: black;">举荐</span>同类<span style="color: black;">科研</span>论文,arXiv-sanity<span style="color: black;">这般</span>的计算机系统<span style="color: black;">能够</span>不知疲倦地随时监测,实时<span style="color: black;">发掘</span>新的结果,并且<span style="color: black;">即时</span><span style="color: black;">通告</span>用户。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">这般</span>一来,你做文献综述的时候,心里就会更有底了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">咱们</span>来<span style="color: black;">瞧瞧</span>更智能的应用——论文<span style="color: black;">举荐</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">倘若</span>说<span style="color: black;">类似</span>结果<span style="color: black;">查询</span>还<span style="color: black;">不外</span>是照猫画虎,论文<span style="color: black;">举荐</span>可<span style="color: black;">便是</span>见微知著了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">在检索结果中,咱们<span style="color: black;">选取</span><span style="color: black;">有些</span>感兴趣的论文,将它们存入到自己的独立文献库(Library)中。点击那个软盘模样的存盘按钮就<span style="color: black;">能够</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpnqfCR9ge2ovcia1P6J9RYKagxEhYtHVjlM7wBuNIVKTF00dwP4zHUlg/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">被<span style="color: black;">保藏</span>的<span style="color: black;">文案</span>,存盘按钮变<span style="color: black;">成为了</span>蓝色。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">进到<span style="color: black;">咱们</span>的文献库里<span style="color: black;">瞧瞧</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/BnSNEaficFAZVHEchnx1iasfPofRp06gIpA6KwUWYbSruvcbFQVVib1OXCMrFB0qIANomGcInibJELX2AFp8qmZotw/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你的检索、阅读和<span style="color: black;">保留</span>等动作都在给arXiv-sanity系统传递信号。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">依据这些信息,以及其他用户的<span style="color: black;">运用</span>习惯和偏好数据,平台就<span style="color: black;">能够</span>分析你的<span style="color: black;">科研</span>兴趣,并且<span style="color: black;">能够</span><span style="color: black;">举荐</span><span style="color: black;">文案</span>给你了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/BnSNEaficFAZVHEchnx1iasfPofRp06gIpAm3z3nESZTCP7n9viaLBk0ESnEVZlIALdxY7fscqQ3yXkNpmjEJwnJQ/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">举荐</span>的论文,<span style="color: black;">亦</span><span style="color: black;">能够</span><span style="color: black;">选取</span>时间范围。<span style="color: black;">这般</span>不管你是<span style="color: black;">期盼</span>找到经典文献,还是“喜新厌旧”,都<span style="color: black;">能够</span>各取所需。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">举荐</span>结果的准确度,与你传递给平台的信息,以及其他用户的<span style="color: black;">行径</span>数据<span style="color: black;">累积</span>,都是<span style="color: black;">关联</span>的。<span style="color: black;">通常</span><span style="color: black;">来讲</span>,你用得越多,文献库中<span style="color: black;">累积</span>的论文越多,<span style="color: black;">举荐</span>结果就会越<span style="color: black;">精细</span>。</span></p>
<h2 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">▌</span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></strong></span></strong></strong></span><span style="color: black;"><strong style="color: blue;"><span style="color: black;">限制</span></strong></span></h2>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">尝试一段时间后,你可能<span style="color: black;">重视</span>到了,arXiv的首页上,左上角有些白色文字。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpst9KiaooqpMpVGNTVaWyTJlsibCZYibs3l6icDIQyzxia9EM557xMYDEkYQ/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">由于</span>底色<span style="color: black;">原由</span>,可能看不太清楚,<span style="color: black;">这儿</span>我给你清晰列出:</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">Serving last 41211 papers from cs./stat.ML</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">后面<span style="color: black;">哪些</span>奇怪的代码,是什么意思呢?</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">它们其实是arXiv这个预印本平台上的论文<span style="color: black;">归类</span>编号。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">详细</span><span style="color: black;">来讲</span>,它们的含义如下:</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">cs.CV: Computer Vision and Pattern Recognition 计算机视觉与模式识别;</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">cs.CL:Computation and Language 计算语言学;</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">cs.LG:Learning <span style="color: black;">设备</span>学习(计算机科学);</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">cs.AI:Artificial Intelligence 人工智能;</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">cs.NE:Neural and Evolutionary Computing 神经与演化计算;</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">stat.ML:Machine Learning <span style="color: black;">设备</span>学习(统计学)。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">这般</span>,你大体就能<span style="color: black;">认识</span>arXiv-sanity平台上<span style="color: black;">包括</span>的论文类别了。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">本文写作时,该平台检索论文的范围为41211篇。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你可能对<span style="color: black;">这儿</span>论文的数量嗤之以鼻——<span style="color: black;">亦</span>太少了吧!</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">确实不多。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">然则</span>近年来<span style="color: black;">关联</span>论文数量增长趋势<span style="color: black;">显著</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/BnSNEaficFAZVHEchnx1iasfPofRp06gIpeT4IibJMWiaPicdCAsy5BibxHZK3tlry3bHlEV4Cdhm2FVE65KvNpBfZ6A/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">日前</span>人工智能<span style="color: black;">行业</span>的最优秀作者,论文写作后首发平台都是arXiv。<span style="color: black;">这般</span>一来,arXiv-sanity便<span style="color: black;">能够</span>立即检索到这篇<span style="color: black;">文案</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">倘若</span>你<span style="color: black;">科研</span><span style="color: black;">关联</span><span style="color: black;">行业</span>,<span style="color: black;">能够</span>在有鱼的<span style="color: black;">地区</span>钓鱼,不轻易放过好文献。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">但这些智慧功能,仅能局限在arXiv人工智能<span style="color: black;">行业</span><span style="color: black;">文案</span><span style="color: black;">举荐</span>吗?</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">不是。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">点击首页右上角的“Fork me on Github”按钮,你<span style="color: black;">能够</span>看到arXiv-sanity的Github源代码。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://mmbiz.qpic.cn/mmbiz_jpg/BnSNEaficFAZVHEchnx1iasfPofRp06gIpeUbicAGCXib64co7z2Sx2YL7v9jbjVH2otbhang4wuQ2uCEib4IhKUnpw/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">作者Andrej Karpathy说得非常清楚:</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你<span style="color: black;">能够</span>用他<span style="color: black;">供给</span>的源码,对任意的arXiv<span style="color: black;">文案</span>子集进行智能化检索服务。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你<span style="color: black;">能够</span>把服务搭建在自己的电脑上,<span style="color: black;">亦</span><span style="color: black;">能够</span><span style="color: black;">安排</span>在亚马逊AWS<span style="color: black;">这般</span>的云平台上面。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">回过头去,<span style="color: black;">瞧瞧</span>arXiv论文都<span style="color: black;">包括</span><span style="color: black;">那些</span>学科,我<span style="color: black;">晓得</span>你<span style="color: black;">必定</span>很不满足。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你的专业,有可能不在arXiv涵盖的范围内。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">这般</span>的论文能<span style="color: black;">不可</span>用arXiv-sanity的服务呢?</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">很遗憾。答案在<span style="color: black;">日前</span>还<span style="color: black;">是不是</span>定的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">由于</span>arXiv-sanity的智能,是<span style="color: black;">创立</span>在全文可获取的前提下的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">可是,<span style="color: black;">日前</span>世界上<span style="color: black;">非常多</span>的论文版权,还牢牢地<span style="color: black;">把握</span>在几大出版商手中。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">下载论文全文并用来<span style="color: black;">供给</span>公众服务,是挑战<span style="color: black;">她们</span>底线的<span style="color: black;">行径</span>,<span style="color: black;">常常</span>会遭到严厉的打击。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">天才少年Aaron Swartz的人生悲剧,<span style="color: black;">便是</span><span style="color: black;">这般</span>酿成的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">然则</span><span style="color: black;">最少</span>,<span style="color: black;">咱们</span>看到了一种<span style="color: black;">将来</span>发展的可能性。</span></p>
<h2 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">▌</span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></strong></span></strong></strong></span><span style="color: black;"><strong style="color: blue;"><span style="color: black;">英雄</span></strong></span></h2>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">做为</span>附加内容,我给你介绍一下:我是怎么<span style="color: black;">发掘</span>arXiv-sanity这个好用的论文检索服务的。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">毕竟授人以鱼,不如授人以渔<span style="color: black;">吗</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">原由</span>很简单,我看到资料介绍,说它的创建者是Andrej Karpathy。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">我立即确认,这个检索工具<span style="color: black;">必定</span>很<span style="color: black;">可靠</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">由于</span>Andrej Karpathy是个深度学习<span style="color: black;">行业</span>的达人。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">Andrew Ng的课程中,有过对他的专访,放在了“深度学习英雄”(Heroes of Deep Learning)系列中。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你<span style="color: black;">能够</span>点击这个链接(http://sina.lt/fn96)查看这段访谈。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">更加多</span>char-rnn模型见我的笔记(https://github.com/karpathy/char-rnn)。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">这个模型能干什么呢?</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">非常多</span>。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">其中之一是,制作游戏关卡,哄人类玩家玩儿。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">在学习了《超级马里奥兄弟》的32个关卡后,机器自动生<span style="color: black;">成为了</span>下面这个场景构建:</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">玩儿起来的效果<span style="color: black;">怎样</span>?你<span style="color: black;">能够</span>点击这段视频的链接(https://youtu.be/_-Gc6diodcY),自己评判一番。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">正<span style="color: black;">由于</span>Andrej Karpathy这种超强技术实力,和<span style="color: black;">长时间</span><span style="color: black;">持续</span>的内容输出,人们对他<span style="color: black;">研发</span>的论文智能检索系统,才会有如此高的信任度。</span></p>
<h2 style="color: black; text-align: left; margin-bottom: 10px;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;">▌</span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></span></strong></strong></strong></strong></strong></strong></strong></strong></strong></strong></span></strong></span></strong></span></strong></strong></span></strong></strong></span><span style="color: black;"><strong style="color: blue;"><span style="color: black;">讨论</span></strong></span></h2>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">你之前是<span style="color: black;">怎样</span>检索文献的?<span style="color: black;">运用</span>过<span style="color: black;">那些</span>好工具?有<span style="color: black;">无</span><span style="color: black;">查询</span>自己感兴趣论文的小窍门呢?欢迎留言,把你的经验和思考分享给<span style="color: black;">大众</span>,<span style="color: black;">咱们</span><span style="color: black;">一块</span>交流讨论。</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">▼</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><strong style="color: blue;"><span style="color: black;"><span style="color: black;">设备</span>学习集训营线下火热报名,北京、上海、深圳、广州、杭州,五城同步开营!</span></strong></span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="data:image/svg+xml,%3C%3Fxml version=1.0 encoding=UTF-8%3F%3E%3Csvg width=1px height=1px viewBox=0 0 1 1 version=1.1 xmlns=http://www.w3.org/2000/svg xmlns:xlink=http://www.w3.org/1999/xlink%3E%3Ctitle%3E%3C/title%3E%3Cg stroke=none stroke-width=1 fill=none fill-rule=evenodd fill-opacity=0%3E%3Cg transform=translate(-249.000000, -126.000000) fill=%23FFFFFF%3E%3Crect x=249 y=126 width=1 height=1%3E%3C/rect%3E%3C/g%3E%3C/g%3E%3C/svg%3E" style="width: 50%; margin-bottom: 20px;"></p>
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