{"id":1609,"date":"2018-06-08T01:00:00","date_gmt":"2018-06-07T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T18:00:49","modified_gmt":"2018-12-05T10:00:49","slug":"%e5%89%8d%e6%b2%bf%e7%bb%bc%e8%bf%b0%ef%bc%9a%e7%bb%86%e6%95%b02018%e5%b9%b4%e6%9c%80%e5%a5%bd%e7%9a%84%e8%af%8d%e5%b5%8c%e5%85%a5%e5%92%8c%e5%8f%a5%e5%b5%8c%e5%85%a5%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=1609","title":{"rendered":"\u524d\u6cbf\u7efc\u8ff0\uff1a\u7ec6\u65702018\u5e74\u6700\u597d\u7684\u8bcd\u5d4c\u5165\u548c\u53e5\u5d4c\u5165\u6280\u672f"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align:center;\" ><img class=\"\"           style=\"width: 558px;height: 333px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231110.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p line=\"YvpC\" linespacing=\"150\" class=\"ql-long-6375942\" style=\"line-height: 2.5;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><\/p>\n<blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7f16\u8bd1:\u96c6\u667a\u7ffb\u8bd1\u7ec4<br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u6765\u6e90:medium<\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section style=\"margin-left: 1em;color: rgb(105, 13, 3);font-size: 16px;line-height: 1.4;border-color: rgb(105, 13, 3);overflow-wrap: break-word !important;\"><\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5728\u4efb\u4f55\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7cfb\u7edf\u4e2d\uff0c<strong>\u8bcd\u5d4c\u5165<\/strong>\u548c<strong>\u53e5\u5b50\u5d4c\u5165<\/strong>\u5df2\u6210\u4e3a\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/span><span style=\"font-size: 15px;\">\u5b83\u4eec\u4f7f\u7528\u56fa\u5b9a\u957f\u5ea6\u7684\u7a20\u5bc6\u5411\u91cf\u5bf9\u8bcd\u548c\u53e5\u5b50\u8fdb\u884c\u7f16\u7801\uff0c\u4ece\u800c\u5927\u5e45\u63d0<span class=\"ql-size-12 ql-author-i927425804\" style=\"color: rgb(51, 51, 51);\">\u5347\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u6587\u672c\u6570\u636e\u7684\u80fd\u529b\u3002<\/span><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5bf9<strong class=\"ql-author-6375942 ql-size-14\">\u901a\u7528\u5d4c\u5165<\/strong>\u7684\u8ffd\u5bfb\u662f\u4e2a\u5927\u8d8b\u52bf\uff1a\u5728\u5927\u578b\u8bed\u6599\u5e93\u4e0a\u9884\u5148\u8bad\u7ec3\u597d\u7684\u5d4c\u5165\u6a21\u578b\uff0c\u53ef\u4ee5\u5e94\u7528\u5230\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u6a21\u578b\u4e2d\uff08\u60c5\u611f\u5206\u6790\uff0c\u5206\u7c7b\uff0c\u7ffb\u8bd1&#8230;\uff09\uff0c\u901a\u8fc7\u5408\u5e76\u4e00\u4e9b\u5728\u8f83\u5927\u7684\u6570\u636e\u96c6\u4e0a\u5b66\u4e60\u7684\u5e38\u7528\u8bcd\/\u53e5\u5b50\u8868\u793a\uff0c\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u53ef\u4ee5\u81ea\u7136\u5730\u63d0\u9ad8\u5176\u6027\u80fd\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u8fd9\u662f\u4e00\u79cd\u8fc1\u79fb\u5b66\u4e60\u3002&nbsp;<\/span><span style=\"font-size: 15px;\">\u6700\u8fd1\uff0c\u5df2\u7ecf\u8bc1\u5b9e\u8fc1\u79fb\u5b66\u4e60\u80fd\u5927\u5e45\u63d0\u5347NLP\u6a21\u578b\u5728\u5f88\u591a\u91cd\u8981\u7684\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u4f8b\u5982\u6587\u672c\u5206\u7c7b\u4efb\u52a1\u3002\u611f\u5174\u8da3\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4e86\u89e3Jeremy Howard \u548c Sebastian Ruder \uff08ULMFiT\uff09\u5728\u8fd9\u65b9\u9762\u7684\u6770\u51fa\u5de5\u4f5c,\u4ee5\u53ca\u5b83\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u7814\u7a76\u5de5\u4f5c:<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">http:\/\/nlp.fast.ai\/classification\/2018\/05\/15\/introducting-ulmfit.html<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">\u5b9e\u9645\u5e94\u7528:<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">http:\/\/ruder.io\/word-embeddings-1\/<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u867d\u7136\u5728\u76f8\u5f53\u957f\u65f6\u95f4\u5185\uff0c\u53e5\u5b50\u7684\u65e0\u76d1\u7763\u8868\u5f81\u5b66\u4e60\u5df2\u7ecf\u6210\u4e3a\u89c4\u8303\uff0c\u4f46\u968f\u77402017\u5e74\u672b\u30012018\u5e74\u521d\u4e00\u4e9b\u975e\u5e38\u6709\u8da3\u7684\u65b9\u6848\u88ab\u63d0\u51fa\uff0c\u8fd1\u51e0\u4e2a\u6708\uff0c\u5df2\u7ecf\u6709<strong>\u5411\u76d1\u7763\u548c\u591a\u4efb\u52a1\u5b66\u4e60\u65b9\u6848\u8f6c\u53d8\u7684\u8ff9\u8c61\u3002<\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"text-align:center;\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231110.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"text-align: center;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"letter-spacing: normal;font-size: 13px;\">\u901a\u7528\u8bcd\/\u53e5\u5b50\u5d4c\u5165\u7684\u6700\u65b0\u8d8b\u52bf<span style=\"font-family: arial;background-color: rgb(255, 255, 255);\">\u3002<\/span>\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u63cf\u8ff0\u4e86\u56fe\u4e2d\u7528\u9ed1\u4f53\u8868\u793a\u7684\u6a21\u578b\u3002<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u8fd9\u7bc7\u6587\u7ae0\u7b80\u8981\u4ecb\u7ecd\u4e86\u76ee\u524d\u666e\u904d\u4f7f\u7528\u7684\u3001\u6700\u5148\u8fdb\u7684\u8bcd\u548c\u53e5\u5b50\u5d4c\u5165\u6280\u672f\u3002\u8be6\u7ec6\u4ecb\u7ecd\u4e86\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<ul  class=\"ql-long-10631835 list-paddingleft-2\" style=\"\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5f3a\u6709\u6548\u4e14\u5feb\u901f\u7684\u57fa\u7ebf\uff1a<strong>FastText<\/strong>\uff0c<strong>Bag-of-Words(<span style=\"color: rgb(51, 51, 51);font-family: arial;font-size: 16px;text-align: justify;background-color: rgb(255, 255, 255);\">\u8bcd\u888b\u6a21\u578b<\/span>)<\/strong><\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff1a<strong>ELMo<\/strong>\uff0c<strong>Skip-Thoughts<\/strong>\uff0c<strong>Quick-Thoughts<\/strong>\uff0c<strong>InferSent<\/strong>\uff0c<strong>\u5fae\u8f6f\u8499\u7279\u5229\u5c14\u7814\u7a76\u9662<\/strong><strong>\u63d0\u51fa\u7684\u300c\u901a\u7528\u76ee\u7684\u53e5\u5b50\u8868\u5f81\u300d\u548c\u8c37\u6b4c\u7684\u300c\u901a\u7528\u53e5\u5b50\u7f16\u7801\u5668\u300d<\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><\/p>\n<\/li>\n<\/ul>\n<ul  class=\"ql-long-6375942 list-paddingleft-2\" style=\"\"><\/ul>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5982\u679c\u4f60\u60f3\u5bf92017\u5e74\u4e4b\u524d\u53d1\u751f\u7684\u4e8b\u60c5\u6709\u4e00\u4e9b\u80cc\u666f\u77e5\u8bc6\uff0c\u6211\u63a8\u8350<span style=\"font-size: 15px;\">Sebastian Ruder<\/span>\u53bb\u5e74\u5199\u8fc7\u7684\u5173\u4e8e\u8bcd\u5d4c\u5165\u7684\u4e0d\u9519\u7684\u5e16\u5b50\u548c\u4ed6\u7684\u7b80\u4ecb\u5e16\u5b50\u3002<\/span><\/p>\n<p line=\"Pb1w\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u6211\u4eec\u5148\u4ece\u8bcd\u5d4c\u5165\u5f00\u59cb\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<h2 class=\"ql-long-6375942\">\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"color: rgb(51, 51, 51);\">\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"clear: both;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section>\n<p><span mpa-is-content=\"t\" style=\"font-size: 16px;\">1.\u8bcd\u5d4c\u5165\u7684\u6700\u65b0\u53d1\u5c55<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"color: rgb(51, 51, 51);\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><\/p>\n<\/h2>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5728\u8fc7\u53bb\u7684\u4e94\u5e74\u91cc\uff0c\u5df2\u7ecf\u63d0\u51fa\u4e86\u5927\u91cf\u53ef\u884c\u7684\u8bcd\u5d4c\u5165\u7684\u65b9\u6cd5\u3002 \u6700\u5e38\u7528\u7684\u6a21\u578b\u662f<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;text-decoration: none;\">word2vec<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u548c<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;text-decoration: none;\">GloVe<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\uff0c\u5b83\u4eec\u90fd\u662f\u57fa\u4e8e<strong>\u5206\u5e03\u5047\u8bbe<\/strong>\uff08<\/span><span style=\"color: rgb(0, 0, 0);font-size: 15px;letter-spacing: normal;\">&nbsp;distributional hypothesis<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\uff09\u7684\u65e0\u76d1\u7763\u65b9\u6cd5\uff08\u51fa\u73b0\u5728\u76f8\u4f3c\u8bed\u5883\u4e2d\u7684\u8bcd\u5f80\u5f80\u5177\u6709\u76f8\u4f3c\u7684\u542b\u4e49\uff09\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<blockquote>\n<p><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">Word2Vec\uff1ahttps:\/\/github.com\/dav\/word2vec\/<\/span><\/p>\n<p><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">GloVe\uff1ahttps:\/\/nlp.stanford.edu\/projects\/glove\/<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u867d\u7136\u6709\u4e9b\u7814\u7a76\u5de5\u4f5c\u901a\u8fc7\u7ed3\u5408\u5bf9\u8bed\u4e49\u6216\u53e5\u6cd5\u77e5\u8bc6\u7684\u76d1\u7763\u6765\u589e\u5f3a\u8fd9\u4e9b\u65e0\u76d1\u7763\u7684\u65b9\u6cd5\uff0c\u4f46\u57282017-2018\u5e74\uff0c\u7eaf\u7cb9\u7684\u65e0\u76d1\u7763\u65b9\u6cd5\u83b7\u5f97\u4e86\u6709\u8da3\u7684\u8fdb\u5c55\uff0c\u6700\u8457\u540d\u7684\u662f<span style=\"font-size: 15px;\">\uff1a<\/span><strong>FastText\uff08word2vec\u7684\u6269\u5c55\uff09<\/strong>\u548c<strong>ELMo\uff08\u6700\u5148\u8fdb\u7684\u4e0a\u4e0b\u6587\u8bcd\u5411\u91cf\uff09<\/strong>\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: normal;color: rgb(136, 136, 136);\">\u4f20\u9001\u95e8:&nbsp;<span style=\"letter-spacing: normal;font-family: \u5fae\u8f6f\u96c5\u9ed1;font-size: 15px;text-indent: 28px;background-color: rgb(255, 255, 255);\">https:\/\/arxiv.org\/abs\/1805.04032<\/span><\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;FastText<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">FastText\u7531Tomas Mikolov\u56e2\u961f\u63d0\u51fa\uff0cword2vec\u6846\u67b6\u4e5f\u662f\u4ed6\u4eec\u57282013\u5e74\u63d0\u51fa\u7684\uff0cFastText\u4fc3\u8fdb\u4e86\u5bf9\u4e8e\u901a\u7528\u8bcd\u5d4c\u5165\u7814\u7a76\u7684\u7206\u70b8\u5f0f\u589e\u957f\u3002<\/span><\/p>\n<p line=\"KLY8\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">FastText\u5bf9\u539f\u59cbword2vec\u5411\u91cf\u7684\u4e3b\u8981\u6539\u8fdb\u662f\u5305\u542b\u57fa\u4e8e\u5b57\u7b26\u7684n-gram\u6a21\u578b\uff0c\u5b83\u5141\u8bb8\u8ba1\u7b97\u6ca1\u6709\u51fa\u73b0\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u5355\u8bcd\u8868\u793a\uff08\u201c\u8bcd\u5916\u201d\u5b57\uff09\u3002<\/span><\/p>\n<p line=\"OPp2\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">FastText\u77e2\u91cf\u8bad\u7ec3\u901f\u5ea6\u8d85\u5feb\uff0c\u53ef\u5728157\u79cd\u8bed\u8a00\u7684Wikipedia\u548cCrawl\u8bad\u7ec3\u4e2d\u4f7f\u7528\u3002 \u4ed6\u4eec\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u57fa\u51c6\u3002<\/span><\/p>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\"><strong>&nbsp;ELMo<\/strong><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u6700\u8fd1\uff0c\u6df1\u5c42\u8bed\u5883\u5316\u8bcd\u8868\u5f81\uff08ELMo\uff09\u5728\u6700\u597d\u7684\u8bcd\u5d4c\u5165\u6280\u672f\u57fa\u7840\u4e0a\u6709\u4e86\u663e\u8457\u5730\u63d0\u5347\u3002 \u5b83\u4eec\u7531\u827e\u4f26\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u5f00\u53d1\uff0c\u5c06\u4e8e6\u6708\u521d\u5728NAACL 2018\u5c55\u51fa\u3002<\/span><\/p>\n<p style=\"text-align:center;\"><img class=\"\"           style=\"width: 100%;height: auto;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231110.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p line=\"l9Dh\" class=\"ql-align-center\"><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><strong><span style=\"letter-spacing: normal;color: rgb(136, 136, 136);font-size: 13px;\">ELMo\u77e5\u9053\u5f88\u591a\u5173\u4e8e\u6587\u5b57\u7684\u4e0a\u4e0b\u6587<\/span><\/strong><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5728ELMo\u4e2d\uff0c\u6bcf\u4e2a\u5355\u8bcd\u88ab\u8d4b\u4e88\u4e00\u4e2a\u8868\u5f81\uff0c\u8fd9\u4e2a\u8868\u5f81\u662f\u5b83\u4eec\u6240\u5c5e\u7684\u6574\u4e2a\u8bed\u6599\u5e93\u53e5\u5b50\u7684\u51fd\u6570\u3002<strong> \u5d4c\u5165\u662f\u4ece\u53cc\u5c42\u53cc\u5411\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\u7684\u5185\u90e8\u72b6\u6001\u8ba1\u7b97\u51fa\u6765\u7684\uff0c\u56e0\u6b64\u540d\u4e3a\u201c<\/strong><\/span><span style=\"color: rgb(122, 68, 66);\"><strong style=\"font-size: 15px;\">ELM<\/strong><strong style=\"font-size: 15px;\">o<\/strong><\/span><span style=\"font-size: 15px;\"><strong>\u201d\uff1a<\/strong><\/span><span style=\"font-size: 15px;color: rgb(122, 68, 66);\"><strong><strong class=\"ql-author-10631835 ql-size-14\"><em>E<\/em><\/strong><\/strong><\/span><span style=\"font-size: 15px;\"><strong><em class=\"ql-author-10631835 ql-size-14\">mbeddings from&nbsp;<\/em><\/strong><\/span><span style=\"font-size: 15px;color: rgb(122, 68, 66);\"><strong><strong class=\"ql-author-10631835 ql-size-14\"><em>L<\/em><\/strong><\/strong><\/span><span style=\"font-size: 15px;\"><strong><em class=\"ql-author-10631835 ql-size-14\">anguage&nbsp;<\/em><\/strong><\/span><span style=\"color: rgb(122, 68, 66);font-size: 15px;\"><strong><strong class=\"ql-author-10631835 ql-size-14\"><em>M<\/em><\/strong><\/strong><strong><strong class=\"ql-author-10631835 ql-size-14\"><em>o<\/em><\/strong><\/strong><\/span><span style=\"font-size: 15px;\"><strong><em class=\"ql-author-10631835 ql-size-14\">dels\uff0c<\/em>\u4ece\u8bed\u8a00\u6a21\u578b\u5d4c\u5165\u3002<\/strong><\/span><\/p>\n<p line=\"bRI4\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: normal;color: rgb(122, 68, 66);\">ELMo\u7684\u7279\u70b9\uff1a<\/span><\/p>\n<ul  class=\"ql-long-10631835 list-paddingleft-2\" style=\"\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><strong class=\"ql-author-10631835 ql-size-14\">ELMo\u7684\u8f93\u5165\u662f\u5b57\u7b26<\/strong>\u800c\u4e0d\u662f\u5355\u8bcd\u3002 \u56e0\u6b64\uff0c\u53ef\u4ee5\u5229\u7528\u5b50\u5b57\u8bcd\u5355\u5143\u6765\u8ba1\u7b97\u6709\u610f\u4e49\u7684\u8868\u5f81\uff0c\u5373\u4f7f\u5bf9\u4e8e\u8bcd\u5178\u5916\u7684\u8bcd\uff08\u5982FastText\uff09\u4e5f\u662f\u5982\u6b64\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><strong class=\"ql-author-10631835 ql-size-14\">ELMo\u662f\u7531biLMs\u82e5\u5e72\u5c42\u6fc0\u6d3b\u7684\u8fde\u63a5<\/strong>\u3002 \u8bed\u8a00\u6a21\u578b\u7684\u4e0d\u540c\u5c42\u5bf9\u5355\u8bcd\u4e0a\u7684\u4e0d\u540c\u7c7b\u578b\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\uff08\u4f8b\u5982\uff0c\u8bcd\u8bed\u6807\u6ce8\u7531biLSTM\u7684\u8f83\u4f4e\u5c42\u5b8c\u6210\u9884\u6d4b\uff0c\u800c\u8bcd\u4e49\u6d88\u6b67\u5728\u8f83\u9ad8\u5c42\u4e2d\u66f4\u597d\u5730\u7f16\u7801\uff09\u3002 \u628a\u6240\u6709\u5c42\u8fde\u63a5\u8d77\u6765\uff0c\u53ef\u4ee5\u81ea\u7531\u7ec4\u5408\u5404\u79cd\u6587\u5b57\u8868\u5f81\uff0c\u4ee5\u63d0\u9ad8\u4e0b\u6e38\u4efb\u52a1\u7684\u6027\u80fd\u8868\u73b0\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em;\"><\/p>\n<section class=\"\"    style=\"white-space: normal;color: rgb(51, 51, 51);\">\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"clear: both;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section>\n<p><span mpa-is-content=\"t\" style=\"font-size: 16px;\">2.\u901a\u7528\u53e5\u5d4c\u5165\u7684\u5174\u8d77<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;color: rgb(51, 51, 51);\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"white-space: normal;color: rgb(51, 51, 51);\"><\/p>\n<p style=\"text-align:center;\"><img class=\"\"       style=\"text-align: center;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231110-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5bf9\u4e8e\u53e5\u5b50\u5d4c\u5165\u4efb\u52a1\uff0c\u8bb8\u591a\u89e3\u51b3\u65b9\u6848\u90fd\u5f88\u6709\u7ade\u4e89\u529b\u3002 \u5c3d\u7ba1\u50cf\u5e73\u5747\u8bcd\u5d4c\u5165\u8fd9\u6837\u7684\u7b80\u5355\u57fa\u7ebf\u7ecf\u5e38\u5f97\u51fa\u5f88\u597d\u7684\u7ed3\u679c\uff0c\u4f46\u4e00\u4e9b\u65b0\u9896\u7684\u65e0\u76d1\u7763\u548c\u76d1\u7763\u65b9\u6cd5\u4ee5\u53ca\u591a\u4efb\u52a1\u5b66\u4e60\u65b9\u6cd5\u5df2\u4e8e2017\u5e74\u672b\u81f32018\u5e74\u521d\u88ab\u63d0\u51fa\u6765\uff0c\u5e76\u4e14\u90fd\u6709\u4e00\u4e9b\u6709\u8da3\u7684\u6539\u8fdb\u4e0e\u63d0\u5347\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u8ba9\u6211\u4eec\u5feb\u901f\u6d4f\u89c8\u76ee\u524d\u7814\u7a76\u7684\u56db\u79cd\u65b9\u6cd5<span style=\"font-size: 15px;\">\uff08\u5982\u4e0a\u6587\u6240\u8ff0\uff09<\/span>\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u7b80\u5355\u7684\u8bcd\u5411\u91cf\u5e73\u5747\u57fa\u7ebf<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u65e0\u76d1\u7763\u65b9\u6cd5<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u76d1\u7763\u65b9\u6cd5<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u591a\u4efb\u52a1\u5b66\u4e60\u65b9\u6848<\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n<p line=\"fe3u\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u8be5\u7814\u7a76\u9886\u57df\u666e\u904d\u7684\u89c2\u70b9\u662f<span style=\"font-size: 15px;\">\uff1a<\/span><strong>\u76f4\u63a5\u5e73\u5747\u53e5\u5b50\u7684\u8bcd\u5411\u91cf\u8fd9\u4e2a\u7b80\u5355\u65b9\u6cd5\uff08\u6240\u8c13\u7684\u8bcd\u888b\u65b9\u6cd5\uff09\u80fd\u4e3a\u8bb8\u591a\u4e0b\u6e38\u4efb\u52a1\u63d0\u4f9b\u5f3a\u7684\u57fa\u7ebf\u3002<\/strong><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<blockquote class=\"ql-long-10631835\">\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: normal;color: rgb(136, 136, 136);\">Arora\u7b49\u4eba\u53bb\u5e74\u53d1\u8868\u5728ICLR\u4e0a\u7684\u5de5\u4f5c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u8ba1\u7b97\u8fd9\u79cd\u57fa\u7ebf\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u7b97\u6cd5\u3002A Simple but Tough-to-Beat Baseline for Sentence Embeddings\uff1a\u9009\u62e9\u7684\u70ed\u95e8\u8bcd\u5d4c\u5165\u6280\u672f\uff0c\u5728\u7ebf\u6027\u52a0\u6743\u7ec4\u5408\u4e2d\u5bf9\u4e00\u4e2a\u53e5\u5b50\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u6267\u884c\u4e00\u4e2a\u901a\u7528\u7ec4\u4ef6\u79fb\u9664\uff08\u79fb\u9664\u5b83\u4eec\u7684\u7b2c\u4e00\u4e3b\u6210\u5206\u4e0a\u7684\u77e2\u91cf\uff09\u3002 \u8fd9\u79cd\u901a\u7528\u7684\u65b9\u6cd5\u5177\u6709\u66f4\u6df1\u5165\u800c\u5f3a\u5927\u7684\u7406\u8bba\u52a8\u673a\uff0c\u5b83\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u751f\u6210\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4f7f\u7528\u8bed\u7bc7\u5411\u91cf\u4e0a\u7684\u968f\u673a\u6f2b\u6b65\u6765\u751f\u6210\u6587\u672c\uff08\u6211\u4eec\u4e0d\u4f1a\u5728\u8fd9\u91cc\u8ba8\u8bba\u7406\u8bba\u7ec6\u8282\uff09\u3002<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;\"><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;Bag-of-Words<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u4e00\u4e2a\u5f3a\u5927\u7684\u8bcd\u888b\u6a21\u578b\u57fa\u7ebf\uff08\u751a\u81f3\u6bd4Arora\u7684\u57fa\u7ebf\u66f4\u5f3a\uff09\u7684\u65b9\u6848\u662f\u6765\u81ea\u8fbe\u59c6\u65bd\u5854\u7279\u5927\u5b66\u7684\u8fde\u63a5p-mean\u5d4c\u5165\uff0c\u4f60\u4f1a\u5728<\/span><span style=\"font-size: 15px;letter-spacing: normal;color: rgb(2, 30, 170);\">\u8fd9\u91cc<\/span><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u627e\u5230\uff08\u611f\u8c22Yaser\u6307\u51fa\u8fd9\u4e2a\u5de5\u4f5c\uff09\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"text-align:center;\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231110.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><strong><span style=\"letter-spacing: normal;font-size: 13px;color: rgb(136, 136, 136);\">Hugging Face\u5bf9\u8bdd\u6846\u7684\u8bcd\u888b\u3002 \u8bcd\u888b\u6a21\u578b\u5f31\u5316\u4e86\u8bcd\u8bed\u7684\u987a\u5e8f\u5173\u7cfb\uff0c\u4f46\u4fdd\u7559\u4e86\u60ca\u4eba\u6570\u91cf\u7684\u8bed\u4e49\u548c\u53e5\u6cd5\u5185\u5bb9\u3002 Conneau \u7b49\u4eba\u5728ACL2018\u53d1\u8868\u7684\u6709\u8da3\u89c1\u89e3\u3002<\/span><\/strong><\/p>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">Skip-thought vectors<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u9664\u4e86\u7b80\u5355\u7684\u8ba1\u7b97\u5e73\u5747\uff0c\u7b2c\u4e00\u4e2a\u4e3b\u8981\u63d0\u8bae\u662f\u4f7f\u7528\u65e0\u76d1\u7763\u8bad\u7ec3\u76ee\u6807\uff0c\u8fd9\u9996\u5148\u662fJamie Kiros\u548c\u540c\u4e8b\u57282015\u5e74\u63d0\u51fa\u7684<\/span><span style=\"font-size: 15px;\">Skip-thought vectors.<\/span><\/p>\n<p style=\"line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u65e0\u76d1\u7763\u65b9\u6848\u5c06\u53e5\u5b50\u5d4c\u5165\u5b66\u4e60\u4f5c\u4e3a\u5b66\u4e60\u7684\u526f\u4ea7\u54c1\uff0c\u4ee5\u9884\u6d4b\u53e5\u5b50\u4e0e\u53e5\u5b50\u95f4\u7684\u5185\u8fde\u8d2f\u6216\u53e5\u5b50\u5185\u4ece\u53e5\u4e0e\u4ece\u53e5\u95f4\u7684\u5185\u8fde\u8d2f\u3002\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\uff08\u7406\u8bba\u4e0a\uff09\u4f7f\u7528\u4efb\u4f55\u6587\u672c\u6570\u636e\u96c6\uff0c\u53ea\u8981\u5b83\u5305\u542b\u4ee5\u4e00\u81f4\u7684\u65b9\u5f0f\u5e76\u5217\u7684\u53e5\u5b50\/\u5b50\u53e5\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">Skip-thought vectors\u662f\u5b66\u4e60\u65e0\u76d1\u7763\u53e5\u5d4c\u5165\u7684\u5178\u578b\u4f8b\u5b50\u3002\u5b83\u53ef\u4ee5\u4f5c\u4e3a\u4e3a\u8bcd\u5d4c\u5165\u800c\u5f00\u53d1\u7684skip-gram\u6a21\u578b\u7684\u53e5\u5b50\u7b49\u540c\u7269\uff1a\u4e0d\u662f\u9884\u6d4b\u5355\u8bcd\u5468\u56f4\u7684\u8bcd\uff0c\u6211\u4eec\u5c1d\u8bd5\u9884\u6d4b\u7ed9\u5b9a\u53e5\u5b50\u5468\u56f4\u7684\u53e5\u5b50\u3002\u8be5\u6a21\u578b\u7531\u57fa\u4e8eRNN\u7684\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u7ec4\u6210\uff0c\u8be5\u89e3\u7801\u5668\u88ab\u8bad\u7ec3\u7528\u4e8e\u91cd\u5efa\u6765\u81ea\u5f53\u524d\u53e5\u5b50\u5468\u56f4\u7684\u53e5\u5b50\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">Skip-thought\u8bba\u6587\u4e2d\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u89c1\u89e3\u662f\u8bcd\u6c47\u8868\u6269\u5c55\u8ba1\u5212\uff1aKiros \u7b49\u4eba\u901a\u8fc7\u5b66\u4e60RNN\u8bcd\u5d4c\u5165\u7a7a\u95f4\u4e0e\u8bf8\u5982word2vec\u4e4b\u7c7b\u7684\u8f83\u5927\u8bcd\u5d4c\u5165\u4e4b\u95f4\u7684\u7ebf\u6027\u53d8\u6362\u6765\u5904\u7406\u5728\u8bad\u7ec3\u671f\u95f4\u770b\u4e0d\u5230\u7684\u8bcd\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;Quick-thoughts vectors<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">Quick-thoughts vectors\u662f\u4eca\u5e74\u5728ICLR\u4e0a\u53d1\u5e03\u7684Skip-thought vectors\u7684\u6700\u65b0\u6539\u8fdb\u7248\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u7ed9\u5b9a\u524d\u9762\u4e00\u53e5\u8bdd\u6765\u9884\u6d4b\u4e0b\u4e00\u53e5\u8bdd\u7684\u4efb\u52a1\u88ab\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u5206\u7c7b\u4efb\u52a1\uff1a\u89e3\u7801\u5668\u88ab\u4e00\u4e2a\u5206\u7c7b\u5668\u6240\u53d6\u4ee3\uff0c\u8be5\u5206\u7c7b\u5668\u5fc5\u987b\u5728\u4e00\u7ec4\u5019\u9009\u8005\u4e2d\u9009\u62e9\u4e0b\u4e00\u53e5\u3002\u5b83\u53ef\u4ee5\u88ab\u89e3\u91ca\u4e3a\u5bf9\u751f\u6210\u95ee\u9898\u7684\u533a\u5206\u6027\u8fd1\u4f3c\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u8be5\u6a21\u578b\u7684\u4e00\u4e2a\u4f18\u52bf\u662f\u5176<strong>\u8bad\u7ec3\u901f\u5ea6<\/strong>\uff08\u4e0e\u8df3\u8dc3\u601d\u7ef4\u6a21\u578b\u76f8\u6bd4\u5feb\u4e00\u4e2a\u6570\u91cf\u7ea7\uff09\uff0c\u4f7f\u5176\u6210\u4e3a\u5f00\u53d1\u5927\u91cf\u6570\u636e\u96c6\u7684\u6709\u7ade\u4e89\u529b\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/p>\n<p line=\"ed99\" linespacing=\"150\" style=\"line-height: 2.5;\"><\/p>\n<p style=\"text-align:center;\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231110-2.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><strong><span style=\"letter-spacing: normal;color: rgb(136, 136, 136);font-size: 13px;\">Quick-thoughts \u5206\u7c7b\u4efb\u52a1\u3002 \u5206\u7c7b\u5668\u5fc5\u987b\u4ece\u4e00\u7ec4\u53e5\u5b50\u5d4c\u5165\u4e2d\u9009\u62e9\u4ee5\u4e0b\u53e5\u5b50\u3002 \u6765\u6e90\uff1a<span >Logeswaran<\/span>\u7b49\u4eba\u6240\u8457\u7684\u300cAn efficient framework for learning sentence representations\u300d<\/span><\/strong><\/p>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">InferSent<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u957f\u671f\u4ee5\u6765\uff0c\u76d1\u7763\u5f0f\u53e5\u5d4c\u5165\u5b66\u4e60\u88ab\u8ba4\u4e3a\u80fd\u591f\u63d0\u4f9b\u6bd4\u65e0\u76d1\u7763\u65b9\u6cd5\u66f4\u4f4e\u8d28\u91cf\u7684\u5d4c\u5165\uff0c\u4f46\u662f\u8fd9\u79cd\u5047\u8bbe\u6700\u8fd1\u5df2\u7ecf\u88ab\u63a8\u7ffb\uff0c\u90e8\u5206\u5f52\u529f\u4e8eInferSent\u7ed3\u679c\u7684\u516c\u5e03\u3002<\/span><\/p>\n<p line=\"ppy3\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u4e0e\u4e4b\u524d\u8be6\u8ff0\u7684\u65e0\u76d1\u7763\u65b9\u6cd5\u4e0d\u540c\uff0c\u76d1\u7763\u5b66\u4e60\u9700\u8981\u6807\u6ce8\u6570\u636e\u96c6\u6765\u6807\u6ce8\u67d0\u4e9b\u4efb\u52a1\uff0c\u5982\u81ea\u7136\u8bed\u8a00\u63a8\u7406\uff08\u4f8b\u5982\u6210\u5bf9\u53e5\u5b50\uff09\u6216\u673a\u5668\u7ffb\u8bd1\uff08\u5e26\u6709\u6210\u5bf9\u7ffb\u8bd1\u53e5\u5b50\uff09\uff0c\u5b83\u4eec\u4e5f\u5f15\u51fa\u4e86\u5177\u4f53\u4efb\u52a1\u7684\u9009\u62e9\u95ee\u9898\uff0c\u4ee5\u53ca\u9ad8\u8d28\u91cf\u5d4c\u5165\u6240\u9700\u7684\u6570\u636e\u96c6\u5927\u5c0f\u7684\u76f8\u5173\u95ee\u9898\u3002 \u6211\u4eec\u5728\u4e0b\u4e00\u8282\u548c\u6700\u540e\u4e00\u8282\u4e2d\u8ba8\u8bba\u5173\u4e8e\u8fd9\u4e9b\u95ee\u9898\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u770b\u770b2017\u5e74\u53d1\u5e03\u7684InferSent\u7684\u80cc\u540e\u539f\u7406\u3002<\/span><\/p>\n<p line=\"rDcy\" linespacing=\"150\" style=\"line-height: 2.5;\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u56e0\u5176\u7b80\u5355\u7684\u4f53\u7cfb\u7ed3\u6784\uff0c\u4f7f\u5f97InferSent\u6210\u4e3a\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u65b9\u6cd5\u3002 \u5b83\u4f7f\u7528Sentence Natural Language Inference\uff08NLI\uff09\u6570\u636e\u96c6\uff08\u5305\u542b570k\u5bf9\u6807\u67093\u79cd\u7c7b\u522b\u7684\u53e5\u5b50\uff1a\u4e2d\u6027\uff0c\u77db\u76fe\u548c\u5305\u542b\uff09\u6765\u5728\u53e5\u5b50\u7f16\u7801\u5668\u4e4b\u4e0a\u8bad\u7ec3\u5206\u7c7b\u5668\u3002 \u4e24\u4e2a\u53e5\u5b50\u90fd\u4f7f\u7528\u76f8\u540c\u7684\u7f16\u7801\u5668\u8fdb\u884c\u7f16\u7801\uff0c\u800c\u5206\u7c7b\u5668\u5219\u662f\u6839\u636e\u4e24\u4e2a\u53e5\u5d4c\u5165\u6784\u5efa\u7684\u5bf9\u8868\u5f81\u8fdb\u884c\u8bad\u7ec3\u3002 Conneau \u7b49\u4eba\u91c7\u7528\u4e86\u4e00\u4e2a\u901a\u8fc7\u6700\u5927\u6c60\u5316\u64cd\u4f5c\u5b9e\u73b0\u7684\u53cc\u5411 LSTM \u4f5c\u4e3a\u7f16\u7801\u5668\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><\/span><\/p>\n<p style=\"text-align:center;\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231111.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;letter-spacing: normal;\">\u6709\u76d1\u7763\u53e5\u5b50\u5d4c\u5165\u6a21\u578b\uff08InferSent\uff09\u4ece\u4e00\u4e2aNLI\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\u3002 \u6b64\u56fe\u6765\u81ea A.Conneau \u7b49\u4eba\u6240\u8457\u7684\u300cSupervised Learning of Universal Sentence Representations from Natural Language Inference Data\u300d<\/span><\/strong><\/span><\/p>\n<p line=\"0Nrj\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">InferSent \u7684\u6210\u529f\u4e0d\u4ec5\u5bfc\u81f4\u4e86\u5bf9\u9009\u62e9\u6700\u4f73\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u63a2\u7d22\uff0c\u5b83\u8fd8\u5f15\u53d1\u4e86\u5bf9\u4ee5\u4e0b\u95ee\u9898\u7684\u7814\u7a76\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<blockquote class=\"ql-long-6375942\">\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: normal;color: rgb(136, 136, 136);\">\u54ea\u79cd\u6709\u76d1\u7763\u8bad\u7ec3\u4efb\u52a1\u53ef\u4ee5\u5b66\u4e60\u53e5\u5d4c\u5165\uff0c\u4ee5\u4fbf\u80fd\u66f4\u597d\u5730\u6cdb\u5316\u5230\u4e0b\u6e38\u4efb\u52a1\uff1f<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u591a\u4efb\u52a1\u5b66\u4e60\u53ef\u4ee5\u770b\u4f5c\u662fSkip-Thoughts\u3001InferSent\u548c\u76f8\u5173\u7684\u65e0\u76d1\u7763\/\u76d1\u7763\u5b66\u4e60\u65b9<\/span><span style=\"font-size: 15px;\">\u6848\u7684\u6cdb\u5316\uff0c\u5b83\u901a\u8fc7\u8bd5\u56fe\u5728\u4e00\u4e2a\u8bad\u7ec3\u65b9\u6848\u4e2d\u7ed3\u5408\u51e0\u4e2a\u8bad\u7ec3\u76ee\u6807\u6765\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002<\/span><\/p>\n<p line=\"wd4n\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">2018\u5e74\u521d\uff0c\u51e0\u4e2a\u5173\u4e8e<strong>\u591a\u4efb\u52a1\u5b66\u4e60<\/strong>\u7684\u65b9\u6848\u53d1\u5e03\u3002\u8ba9\u6211\u4eec\u5feb\u901f\u6d4f\u89c8\u4e00\u4e0b<span style=\"color: rgb(51, 51, 51);font-family: arial;font-size: 16px;text-align: justify;background-color: rgb(255, 255, 255);\">&nbsp;<\/span>MI\u7279\u5229 \u5c14\u5fae\u8f6f\u7814\u7a76\u9662\u63d0\u51fa\u7684\u300c\u901a\u7528\u76ee\u7684\u53e5\u5b50\u8868\u5f81\u300d\u548c\u8c37\u6b4c\u7684\u300c\u901a\u7528\u53e5\u5b50\u7f16\u7801\u5668\u300d\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;\u901a\u7528\u76ee\u7684\u53e5\u5b50\u8868\u5f81\u6a21\u578b<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5728ICLR 2018\u53d1\u8868\u7684\u63cf\u8ff0\u5fae\u8f6f\u8499\u7279\u5229\u5c14\u7814\u7a76\u9662\u7684\u5de5\u4f5c\uff08\u901a\u8fc7\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u5b66\u4e60\uff0c\u5b66\u4e60\u901a\u7528\u5206\u5e03\u5f0f\u53e5\u5b50\u8868\u793a\uff09\u7684\u8bba\u6587\u4e2d\uff0cSubramanian\u7b49\u89c2\u5bdf\u5230\uff0c\u4e3a\u4e86\u80fd\u591f\u6cdb\u5316\u53e5\u5b50\u8868\u5f81\u5230\u5404\u79cd\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u7f16\u7801\u540c\u4e00\u53e5\u5b50\u7684\u591a\u4e2a\u5c42\u9762\u662f\u5fc5\u8981\u7684\u3002<\/span><\/p>\n<p line=\"JBKI\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u56e0\u6b64\uff0c\u4f5c\u8005\u5229\u7528\u4e00\u5bf9\u591a\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\uff0c\u901a\u8fc7\u5728\u591a\u4e2a\u4efb\u52a1\u4e4b\u95f4\u5207\u6362\u6765\u5b66\u4e60\u901a\u7528\u53e5\u5b50\u5d4c\u5165\u3002 \u9009\u62e9\u76846\u4e2a\u4efb\u52a1\u3010\u4e0b\u4e00\u4e2a\/\u524d\u4e00\u4e2a\u53e5\u5b50\u7684Skip-thoughts&nbsp;\u9884\u6d4b\uff0c\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\uff0c\u7ec4\u522b\u89e3\u6790\uff08constituency parsing\uff09\u548c\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u3011\u5171\u4eab\u7531\u53cc\u5411GRU\u83b7\u5f97\u7684\u76f8\u540c\u53e5\u5d4c\u5165\u3002 \u5b9e\u9a8c\u8868\u660e\uff0c\u901a\u8fc7\u6dfb\u52a0\u591a\u8bed\u8a00\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u5b66\u4e60\u8bed\u6cd5\u5c5e\u6027\uff1b\u901a\u8fc7\u89e3\u6790\u4efb\u52a1\uff0c\u53ef\u4ee5\u5b66\u4e60\u957f\u5ea6\u548c\u8bcd\u5e8f\uff1b\u901a\u8fc7\u8bad\u7ec3\u81ea\u7136\u8bed\u8a00\u63a8\u65ad\uff0c\u53ef\u4ee5\u7f16\u7801\u8bed\u6cd5\u4fe1\u606f\u3002<\/span><\/p>\n<p line=\"TzLg\"><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\"><strong>&nbsp;Google<\/strong>\u901a\u7528\u53e5\u5b50\u7f16\u7801\u5668<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><\/p>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">Google\u4e8e2018\u5e74\u521d\u53d1\u5e03\u7684\u901a\u7528\u53e5\u5b50\u7f16\u7801\u5668\u91c7\u7528\u76f8\u540c\u7684\u65b9\u6cd5\u3002 \u4ed6\u4eec\u7684\u7f16\u7801\u5668\u4f7f\u7528\u4e86\u4e00\u4e2a\u8fc1\u79fb\u7f51\u7edc\uff0c\u8be5\u7f51\u7edc\u5728\u5404\u79cd\u6570\u636e\u6e90\u548c\u5404\u79cd\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u76ee\u7684\u662f\u52a8\u6001\u5730\u9002\u5e94\u5404\u79cd\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u3002 TensorFlow\u63d0\u4f9b\u4e86\u9884\u5148\u8bad\u7ec3\u597d\u7684\u7248\u672c\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;letter-spacing: normal;color: rgb(136, 136, 136);\">\u901a\u7528\u53e5\u5b50\u7f16\u7801\u5668: https:\/\/arxiv.org\/abs\/1803.11175<\/span><\/p>\n<\/blockquote>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);\">\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"clear: both;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section>\n<p><span mpa-is-content=\"t\" style=\"font-size: 16px;\">\u540e\u8bb0<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4ee5\u4e0a\u5c31\u662f\u6211\u4eec\u5173\u4e8e\u901a\u7528\u8bcd\u5d4c\u5165\u548c\u53e5\u5d4c\u5165\u73b0\u72b6\u7684\u7b80\u77ed\u7efc\u8ff0\u3002<\/span><\/p>\n<p line=\"ydU5\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\">\u5728\u8fc7\u53bb\u7684\u51e0\u4e2a\u6708\u4e2d\uff0c\u8be5\u9886\u57df\u5df2\u7ecf\u6709\u4e86\u5f88\u591a\u6709\u8da3\u7684\u53d1\u5c55\uff0c\u6211\u4eec\u5728\u8bc4\u4f30\u548c\u63a2\u7d22\u8fd9\u4e9b\u5d4c\u5165\u7684\u8868\u73b0\u4ee5\u53ca\u5b83\u4eec\u5185\u5728\u7684\u504f\u89c1\/\u516c\u6b63\u6027\uff08\u8fd9\u662f\u8c08\u8bba\u901a\u7528\u5d4c\u5165\u65f6\u7684\u4e00\u4e2a\u5b9e\u9645\u7684\u95ee\u9898\uff09\u65b9\u9762\u4e5f\u6709\u4e86\u5de8\u5927\u8fdb\u6b65\u3002<\/span><\/p>\n<p line=\"gcYb\"><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(0, 0, 0);letter-spacing: normal;\"> \u6211\u4eec\u6ca1\u6709\u65f6\u95f4\u8ba8\u8bba\u4e00\u4e9b\u6700\u65b0\u7684\u4e3b\u9898\uff0c\u4f46\u60a8\u53ef\u4ee5\u5728\u53c2\u8003\u8d44\u6599\u4e2d\u627e\u5230\u4e00\u4e9b\u94fe\u63a5\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5e0c\u671b\u4f60\u559c\u6b22\u8fd9\u4e2a\u7b80\u77ed\u7684\u7efc\u8ff0\uff01<\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p><span style=\"font-size: 14px;\">\u53c2\u8003\u8d44\u6599\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">1.Hironsan \u7684 github \u4ed3\u5e93\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">https:\/\/github.com\/Hironsan\/awesome-embedding-models<\/span><\/p>\n<p><span style=\"font-size: 14px;\">2.FastText\uff1ahttps:\/\/fasttext.cc\/<\/span><\/p>\n<p><span style=\"font-size: 14px;\">3.ELMo\uff1ahttp:\/\/allennlp.org\/elmo<\/span><\/p>\n<p><span style=\"font-size: 14px;\">4.Skip-Thoughts \u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/1506.06726<\/span><\/p>\n<p><span style=\"font-size: 14px;\">5.Quick-Thoughts \u8bba\u6587\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">https:\/\/openreview.net\/forum?id=rJvJXZb0W<\/span><\/p>\n<p><span style=\"font-size: 14px;\">6.DiscSent \u8bba\u6587\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">https:\/\/arxiv.org\/abs\/1705.00557<\/span><\/p>\n<p><span style=\"font-size: 14px;\">7.InferSent \u8bba\u6587\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">https:\/\/arxiv.org\/abs\/1705.02364<\/span><\/p>\n<p><span style=\"font-size: 14px;\">8.MILA\/MSR\u2019s General Purpose Sentence Representations \u8bba\u6587:<\/span><span style=\"font-size: 14px;\">https:\/\/arxiv.org\/abs\/1804.00079<\/span><\/p>\n<p><span style=\"font-size: 14px;\">9.Google\u2019s Universal Sentence Encoder \u8bba\u6587\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">https:\/\/arxiv.org\/abs\/1803.11175<\/span><\/p>\n<p><span style=\"font-size: 14px;\">10.Google Input-Ouput Sentence learning on dialog\u8bba\u6587\uff1a<\/span><span style=\"font-size: 14px;\">http:\/\/arxiv.org\/abs\/1804.07754<\/span><\/p>\n<p><span style=\"font-size: 14px;\">11.Facebook \u7684 SentEval \u53e5\u5b50\u5d4c\u5165\u9879\u76ee\u4ed3\u5e93:<\/span><\/p>\n<p><span style=\"font-size: 14px;\">https:\/\/github.com\/facebookresearch\/SentEval\/tree\/master\/data\/probing<\/span><\/p>\n<p><span style=\"font-size: 14px;\">12.SentEval&nbsp; \u63a2\u7d22\u4efb\u52a1\uff1a<\/span><\/p>\n<p><span style=\"font-size: 14px;\">&nbsp;https:\/\/github.com\/facebookresearch\/SentEval<\/span><\/p>\n<p><span style=\"font-size: 14px;\">13.NYU\u3001UW \u548c DeepMind \u7684 GLUE(\u901a\u7528\u8bed\u8a00\u7406\u89e3\u8bc4\u4f30\u6807\u51c6)\uff1ahttps:\/\/gluebenchmark.com\/<\/span><\/p>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<p><\/p>\n<blockquote style=\"padding-left: 10px;border-left: 3px solid rgb(219, 219, 219);color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\" mpa-from-tpl=\"t\">\n<p style=\"clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7ffb\u8bd1\uff1a\u738b\u8d1d\u8d1d<\/span><\/p>\n<p style=\"clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u5ba1\u6821\uff1a\u9ad8\u98de<\/span><\/p>\n<p style=\"clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<p style=\"clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u539f\u6587\u5730\u5740:<\/span><\/p>\n<p style=\"clear: both;min-height: 1em;line-height: 1.75em;\"><span style=\"letter-spacing: 0.544px;font-size: 15px;color: rgb(136, 136, 136);\">https:\/\/medium.com\/huggingface\/universal-word-sentence-embeddings-ce48ddc8fc3a<\/span><span style=\"color: rgb(136, 136, 136);font-size: 14px;\"><\/span><\/p>\n<\/blockquote>\n<\/section>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<p><\/p>\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"clear: both;min-height: 1em;border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487945&amp;idx=1&amp;sn=3d15315d34e325315fda21ab8db50a83&amp;chksm=e8944b44dfe3c252c4330201a003c348094c2675e57bd614218e46cb3c1b42739efbb2208cf1&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;font-size: 14px;\">\u8bba\u6587\u89e3\u8bfb\uff1a\u590d\u6742\u7f51\u7edc\u7684\u591a\u5c3a\u5ea6\u52a8\u6001\u5d4c\u5165\u6280\u672f<\/span><\/strong><strong><span style=\"letter-spacing: 1px;font-size: 14px;\"><\/span><\/strong><\/span><\/a><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486452&amp;idx=1&amp;sn=1bbe66b3457a90a8e6064758e6b4f048&amp;chksm=e8945179dfe3d86fb1cfb78747b06606914bed2c3ba9e37206d28b5fb65c08c453ac47aa327a&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;font-size: 14px;\">\u6700\u65b0\u6570\u636e\u96c6\uff1a\u9605\u8bfb\u7406\u89e3\u3001\u5bf9\u8bdd\u4e0e\u81ea\u52a8\u6458\u8981\u7b49NLP\u4efb\u52a1\u96c6\u9526<\/span><\/strong><strong><span style=\"letter-spacing: 1px;font-size: 14px;\"><\/span><\/strong><\/span><\/a><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484024&amp;idx=1&amp;sn=ff7dfb147d1ab9ad5a2f3e4cd8a42e25&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;font-size: 14px;\">NLP\u521d\u5b66\u6559\u7a0b\uff1aword2vec\u5b9e\u8df5<\/span><\/strong><strong><span style=\"letter-spacing: 1px;font-size: 14px;\"><\/span><\/strong><\/span><\/a><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484894&amp;idx=1&amp;sn=c821644d790941dae6a93434dd5a8145&amp;chksm=e8945f53dfe3d64529692686c583c5e284ca668077ee35a4f193722c098eb6211fc296783408&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;font-size: 14px;\">\u8bb2\u5ea7\u7b14\u8bb0\u5206\u4eab\uff1a\u6df1\u5ea6\u5b66\u4e60\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e94\u7528&nbsp;<\/span><\/strong><\/span><\/a><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485389&amp;idx=2&amp;sn=48442852c53b029bf6acb19939e1ef91&amp;chksm=e8945d40dfe3d4567e88cdd317f756f76c27664115c7cda903818dbc492d1f0ca02b3a08c2be&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;font-size: 14px;\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528 | \u5c39\u76f8\u5fd7<\/span><\/strong><strong><span style=\"letter-spacing: 1px;font-size: 14px;\"><\/span><\/strong><\/span><\/a><\/p>\n<p style=\"line-height: 1.75em;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px;\"><span style=\"letter-spacing: 2px;\"><strong><span style=\"letter-spacing: 1px;font-size: 14px;\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u56e2\u961f\u62db\u65b0\u5566\uff01<\/span><\/strong><strong><span style=\"letter-spacing: 1px;font-size: 14px;\"><\/span><\/strong><\/span><\/a><\/p>\n<p><\/p>\n<p><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231111.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<section class=\"mpa-template\"   >\n<p><\/p>\n<hr style=\"color: rgb(0, 0, 0);font-size: medium;\">\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;color: rgb(0, 0, 0);font-size: medium;text-align: center;\"><img class=\"__bg_gif\"     style=\"letter-spacing: 0.5px;height: auto !important;visibility: visible !important;width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231111.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;color: rgb(0, 0, 0);font-size: medium;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;outline: none;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none;\">\n<section   style=\"outline: none;\">\n<section  style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none;\">\n<section  style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;clear: both;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-weight: 400;font-size: 16px;line-height: 1.75em;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\"><br \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;clear: both;min-height: 1em;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;overflow-wrap: break-word !important;\"><img class=\"\"      style=\"height: auto !important;overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" width=\"auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231112.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<\/section>\n<p style=\"clear: both;min-height: 1em;\"><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8bd1:\u96c6\u667a\u7ffb\u8bd1\u7ec4 \u6765\u6e90:medium \u5728\u4efb\u4f55\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7cfb\u7edf\u4e2d\uff0c\u8bcd\u5d4c\u5165\u548c\u53e5\u5b50\u5d4c\u5165\u5df2\u6210\u4e3a\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u5b83\u4eec\u4f7f\u7528\u56fa\u5b9a\u957f\u5ea6\u7684\u7a20\u5bc6\u5411\u91cf\u5bf9\u8bcd\u548c\u53e5\u5b50\u8fdb\u884c\u7f16\u7801\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u6587\u672c\u6570\u636e\u7684\u80fd\u529b\u3002 \u5bf9\u901a\u7528\u5d4c\u5165\u7684\u8ffd\u5bfb\u662f\u4e2a\u5927\u8d8b\u52bf\uff1a\u5728\u5927\u578b\u8bed\u6599\u5e93\u4e0a\u9884\u5148\u8bad\u7ec3\u597d\u7684\u5d4c\u5165\u6a21\u578b\uff0c\u53ef\u4ee5\u5e94\u7528\u5230\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u6a21\u578b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1610,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/1609"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1609"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/1609\/revisions"}],"predecessor-version":[{"id":1625,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/1609\/revisions\/1625"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/1610"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1609"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1609"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1609"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=1609"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}