【数萱致韵 · 春联】人工智能春联创作原理大揭秘!“数与咱们的春节”春联征集活动期待你的参与!
<img src="https://mmbiz.qpic.cn/mmbiz_gif/ZV3PbYaZic2zoLYAWMqXic5LrV3gUicNwSib1FEeTu1J62TnTwIk824nWkjXpOFcs0ZpoUswicia8eKBY5u99qOA8Fibg/640?wx_fmt=gif&tp=webp&wxfrom=5&wx_lazy=1" style="width: 50%; margin-bottom: 20px;"><p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">旅行的白云面朝家的方向</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">乍暖的冬日聆听春的回响</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">考期的忙忙碌碌<span style="color: black;">已然</span>接近尾声</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">健康无小事,安全无假期</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">之前的假期安全提醒</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">大众</span><span style="color: black;">必定</span>要仔细阅读哦~</p><a style="color: black;"><span style="color: black;"><img src="https://mmbiz.qpic.cn/mmbiz_png/ZV3PbYaZic2xmRZaQhSviaIKuOZBeFwCUgvBROSn1JzZT6orcR6ZsYwP3aDkEUQHSZ5ttIKPyWrlfI3l9fy984fg/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"></span></a>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">随着寒假的到来</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">春节的脚步<span style="color: black;">亦</span>近了</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">每年新春佳节</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">春联是各家各户的<span style="color: black;">必须</span>之物</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">下面,先和航小数<span style="color: black;">一块</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">欣赏一下下面三幅春联吧</p><img src="https://mmbiz.qpic.cn/mmbiz_png/dmnADsRiaBxC3MKsYdIBHQadfAu1aJI4kAiccpbDvzljk1cLRjicp9PHjSXyjRy30ft7zwtficybO9S13tp0dfOVGA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">横批:户纳千祥</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">上联:向阳门第春常在</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">下联:积善人家庆有余</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">横批:瑞气盈门</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">上联:<span style="color: black;">爆仗</span>二三声人间是岁</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">下联:梅花四五点天下皆春</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">横批:国泰民安</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">上联:国运昌隆家兴旺</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">下联:民安康乐福无疆</strong></p><img src="https://mmbiz.qpic.cn/mmbiz_png/dmnADsRiaBxC3MKsYdIBHQadfAu1aJI4kAiccpbDvzljk1cLRjicp9PHjSXyjRy30ft7zwtficybO9S13tp0dfOVGA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">上面三幅对联里</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">有一副是AI的作品</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">你能看出是哪一副吗?</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">在回答这个问题之前</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">咱们</span>先<span style="color: black;">一块</span>来<span style="color: black;">认识</span>一下AI<span style="color: black;">是怎么“写”对联的吧</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">对联和诗词歌赋等文学<span style="color: black;">宝贝</span><span style="color: black;">同样</span>,<span style="color: black;">都是中华民族传承千年的智慧结晶,里面<span style="color: black;">包含</span>着许多闪光的思想。<span style="color: black;">设备</span>想要理解对联<span style="color: black;">乃至</span>创作对联并不是一件易事,<span style="color: black;">此时</span>候就<span style="color: black;">必须</span><strong style="color: blue;"><span style="color: black;">循环神经网络</span></strong>的<span style="color: black;">帮忙</span>。</span></p><img src="https://mmbiz.qpic.cn/mmbiz_png/ZV3PbYaZic2xmRZaQhSviaIKuOZBeFwCUgfib0whjicTdQHVBdicOXwGvngX1s0TV4W3bjvWzsebgshg5sNBZqCEw0g/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">循环神经网络(RNN)是一种深度学习模型,专门设计用于处理序列数据,如文本、语音或时间序列。RNN<strong style="color: blue;"><span style="color: black;"><span style="color: black;">拥有</span>一种记忆机制</span></strong>,<span style="color: black;">能够</span>很好地理解上下文信息。</p><img src="https://mmbiz.qpic.cn/mmbiz_jpg/ZV3PbYaZic2xmRZaQhSviaIKuOZBeFwCUgZ1X7oBGMGldQQDAWzALYVnoOhDR7EGZpCkTeyjpNVjWrAY3osPJ4ww/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">利用RNN模型创作一幅对联,<span style="color: black;">咱们</span><span style="color: black;">能够</span>理解为把所有的汉字放入一个“袋子”里,<span style="color: black;">第1</span>次先从“袋子”中任意取出一个字,后面依此取出当前面的字确定后被取出<strong style="color: blue;"><span style="color: black;">概率最大的字</span></strong>。<span style="color: black;">例如</span>生成上面对联里“向阳门第春常在”,<span style="color: black;">第1</span>次取出“向”,第二次<strong style="color: blue;"><span style="color: black;">“向”后面<span style="color: black;">显现</span>概率最高的是“阳”</span></strong>,于是就生成“向阳”,依此类推,最后就能生成一联。</p><img src="https://mmbiz.qpic.cn/mmbiz_jpg/ZV3PbYaZic2xmRZaQhSviaIKuOZBeFwCUgpX8nmZEOj7IeoRmDq9CXV15K6Uq1jibFBvTr6zYThKyQXicjHqJdXd7Q/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">针对</span>RNN“创作”的对联,无可避免的会有<strong style="color: blue;"><span style="color: black;">模型训练的机械感</span></strong>,<span style="color: black;">亦</span>是区分文本处理和真实创作的重要特征:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">1.模型生成的文本<strong style="color: blue;"><span style="color: black;"><span style="color: black;">非常</span>依赖其训练的数据库</span></strong>,<span style="color: black;">倘若</span>只用“向阳门第春常在”<span style="color: black;">做为</span>语料库进行训练,<span style="color: black;">那样</span>模型是不可能生成“积善人家庆有余”几个字的。<span style="color: black;">倘若</span>训练数据集较小,就能在模型生成的文本里看出训练数据的影子。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">2.“创作”对联时模型<span style="color: black;">重点</span>关心<strong style="color: blue;"><span style="color: black;">当前字和之前字的概率关系</span></strong>,对上下联平仄的<span style="color: black;">需求</span>可能并不严格。</p><img src="https://mmbiz.qpic.cn/mmbiz_png/dmnADsRiaBxC3MKsYdIBHQadfAu1aJI4kAiccpbDvzljk1cLRjicp9PHjSXyjRy30ft7zwtficybO9S13tp0dfOVGA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">看到<span style="color: black;">这儿</span>,你<span style="color: black;">晓得</span>之前那个问题的答案了吗?</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">没错,<strong style="color: blue;"><span style="color: black;">第三幅对联是用AI生成的</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">横批是生成时的关键词</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">在上下联里<span style="color: black;">亦</span>能看出<span style="color: black;">有些</span>相同的字眼</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">并且第三幅平仄规则<span style="color: black;">无</span><span style="color: black;">那样</span>规范</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">对仗<span style="color: black;">亦</span>不<span style="color: black;">非常</span>工整</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">对联是汉语言智慧的伟大结晶</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">包含</span>着许许多多独属于中文的浪漫与魅力</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">同期</span>对联<span style="color: black;">亦</span>是一种<strong style="color: blue;"><span style="color: black;">艺术表现形式</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">咱们</span><span style="color: black;">能够</span>为其赋予独特的<span style="color: black;">漂亮</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">使其<span style="color: black;">拥有</span><strong style="color: blue;"><span style="color: black;">特殊性、交流性、趣味性</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">咱们</span><span style="color: black;">能够</span>在对联里加上特殊的意象</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">面对<span style="color: black;">区别</span>的事表达出<span style="color: black;">区别</span>的情感</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">亦</span><span style="color: black;">能够</span>加入<strong style="color: blue;"><span style="color: black;">数学文化、航空航天</span></strong>等元素</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">横批:数梦苍穹 薪火<span style="color: black;">将来</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">上联:仰望星空,探索宇宙极限</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">下联:重逢数海,积分时光温情</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">在古代对联<span style="color: black;">亦</span>是文人雅士交流学问的一种方式</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">许多<span style="color: black;">兴趣</span>风雅的人<span style="color: black;">亦</span>会在对联中<strong style="color: blue;"><span style="color: black;">融入字谜</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">下面<span style="color: black;">便是</span>杨贵妃妙对唐明皇的一幅经典字谜对联</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">上联:二人土上坐</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">下联:一月日边明</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">近几年<span style="color: black;">亦</span>有<span style="color: black;">有些</span><strong style="color: blue;"><span style="color: black;">由表情包<span style="color: black;">构成</span>的对联</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">为传统习俗妆点了一份俏皮与可爱</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">亦</span>是新兴潮流与传统习俗的<span style="color: black;">漂亮</span>邂逅</p><img src="https://mmbiz.qpic.cn/mmbiz_jpg/ZV3PbYaZic2xmRZaQhSviaIKuOZBeFwCUgUqj1F3iayqHjA0licnibSiaCTtic30tJn2DS4A84ZGwCsNLCdN33BWPkrXw/640?wx_fmt=jpeg&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">横批:花开龙运</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">上联:心想事成无压力</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">下联:吉星高照好运来</strong></p><img src="https://mmbiz.qpic.cn/mmbiz_png/dmnADsRiaBxC3MKsYdIBHQadfAu1aJI4kAiccpbDvzljk1cLRjicp9PHjSXyjRy30ft7zwtficybO9S13tp0dfOVGA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">看了这么多关于对联的内容</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">有<span style="color: black;">无</span>感觉心痒难耐<span style="color: black;">亦</span>想自己写一幅呢</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">一展文采的机会来啦!</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">“数与<span style="color: black;">咱们</span>的春节”春联征集活动</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">期待你的参加!</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">数与<span style="color: black;">咱们</span>的春节</strong></p><img src="https://mmbiz.qpic.cn/sz_mmbiz_png/tiaPE53F370VDsCqYHuMt7VVvqxh0aBWIcibE4o7DoovOH4E2BWJFSPLjAypqorNC3lKzAicG27ib3AU86a7k6dzwA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">面向对象</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">数学科学学院全体师生校友</p><img src="https://mmbiz.qpic.cn/sz_mmbiz_png/tiaPE53F370VDsCqYHuMt7VVvqxh0aBWIcibE4o7DoovOH4E2BWJFSPLjAypqorNC3lKzAicG27ib3AU86a7k6dzwA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">作品<span style="color: black;">需求</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"> 作品含上联、下联、横批,平仄对仗<span style="color: black;">尽可能</span>工整,符合楹联规则。内容积极向上,符合甲辰龙年春节主题,<strong style="color: blue;"><span style="color: black;">适当展现数学<span style="color: black;">特殊</span></span></strong>。<span style="color: black;">必要</span>为原创作品,未在纸质、电子网络等各类<span style="color: black;">媒介</span>公开<span style="color: black;">发布</span>。不<span style="color: black;">能够</span>用AI生成哦~</p><img src="https://mmbiz.qpic.cn/sz_mmbiz_png/tiaPE53F370VDsCqYHuMt7VVvqxh0aBWIcibE4o7DoovOH4E2BWJFSPLjAypqorNC3lKzAicG27ib3AU86a7k6dzwA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">参加<span style="color: black;">办法</span></strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">扫描下方二维码填写问卷<span style="color: black;">就可</span>参与征集投稿,征集自<strong style="color: blue;"><span style="color: black;">即日起至</span></strong><strong style="color: blue;"><span style="color: black;">2024年1月27日止</span></strong>,<span style="color: black;">针对</span><span style="color: black;">选择</span>的春联作者将会送上<span style="color: black;">奥秘</span>奖品。</p><img src="https://mmbiz.qpic.cn/mmbiz_png/ZV3PbYaZic2xmRZaQhSviaIKuOZBeFwCUggBl6XkMQHmYMeYuohOnN7GDsFWmR496WTkYiaj7Nib1ZDX4d68ahWzXA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;"><img src="https://mmbiz.qpic.cn/mmbiz_png/dmnADsRiaBxC3MKsYdIBHQadfAu1aJI4kAiccpbDvzljk1cLRjicp9PHjSXyjRy30ft7zwtficybO9S13tp0dfOVGA/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">期盼</span>每一位北航学子</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">都能享受<span style="color: black;">愉快</span>充实的假期</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">在即将到来的甲辰龙年中</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;">龙马精神 生龙活虎</span></strong></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;">鲤跃龙门 万事兴“龙”</span></strong></p><img src="https://mmbiz.qpic.cn/mmbiz_png/ZV3PbYaZic2yGeg05Zjib5xbp0ZxEicDQUpU5nWCyGWOzb5o47KqI4cRr5Yj0iatql175qkMTvvJk1e8JG5G8Kicmrg/640?wx_fmt=png&tp=webp&wxfrom=5&wx_lazy=1&wx_co=1" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">投稿团体 | “航小数”学生宣传<span style="color: black;">媒介</span>中心</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">参考资料 | 《深度学习进阶——自然语言处理》</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">文案、排版 | 徐浩田 李非</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">审核 | 李非 程乾 魏茜</p><img src="https://mmbiz.qpic.cn/mmbiz_gif/ho9ticH0FkqnaHoBXA0Q9PNJoQM7g6jw7n5iacNUsHP3vuGeTG1Vaxak2FhpRzLaUKRKGh8iaZoIia7IibkQjZn6Nrw/640?wx_fmt=gif&tp=webp&wxfrom=5&wx_lazy=1" style="width: 50%; margin-bottom: 20px;">
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