{"id":88,"date":"2014-12-13T03:41:40","date_gmt":"2014-12-13T03:41:40","guid":{"rendered":"http:\/\/c91.d5e.myftpupload.com\/?p=62"},"modified":"2015-01-01T21:24:56","modified_gmt":"2015-01-01T13:24:56","slug":"%e4%b8%80%e5%bc%a0%e5%9b%be%e8%83%9c%e5%8d%83%e8%a8%80%e4%b8%87%e8%af%ad%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%9b%be%e5%83%8f%e7%9a%84%e8%87%aa%e7%84%b6%e6%8f%8f%e8%bf%b0","status":"publish","type":"post","link":"https:\/\/mindspectrum.xyz\/en\/2014\/12\/13\/%e4%b8%80%e5%bc%a0%e5%9b%be%e8%83%9c%e5%8d%83%e8%a8%80%e4%b8%87%e8%af%ad%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%9b%be%e5%83%8f%e7%9a%84%e8%87%aa%e7%84%b6%e6%8f%8f%e8%bf%b0\/","title":{"rendered":"\u4e00\u5f20\u56fe\u80dc\u5343\u8a00\u4e07\u8bed\uff1a\u521b\u5efa\u56fe\u50cf\u7684\u81ea\u7136\u63cf\u8ff0"},"content":{"rendered":"<p>\u8bd1\u81ea\uff1a<a href=\"http:\/\/googleresearch.blogspot.co.uk\/2014\/11\/a-picture-is-worth-thousand-coherent.html\">A picture is worth a thousand (coherent) words: building a natural description of images\u00a0 &#8211;FROM\uff1aGoogle Research Blog<\/a><\/p>\n<p>\u201c\u4e24\u5757\u62ab\u8428\u5728\u7089\u7076\u70e4\u7bb1\u9876\u4e0a\u3002\u201d<\/p>\n<p>\u201c\u4e00\u7fa4\u4eba\u5728\u4e00\u4e2a\u9732\u5929\u5e02\u573a\u8d2d\u7269\u3002\u201d<\/p>\n<p>\u201c\u5ba4\u5185\u6700\u597d\u7684\u5ea7\u4f4d\u201d<\/p>\n<p>\u4eba\u7c7b\u53ef\u4ee5\u8f7b\u677e\u7684\u4ece\u4e00\u6574\u4e2a\u590d\u6742\u573a\u666f\u4e2d\u63d0\u53d6\u91cd\u70b9\u5e76\u7b80\u5355\u63cf\u8ff0\u4e4b\u3002\u800c\u8fd9\u5bf9\u8ba1\u7b97\u673a\u6765\u8bf4\u5341\u5206\u56f0\u96be\u3002\u4f46\u6211\u4eec\u63a8\u8fdb\u4e86\u4e00\u6b65\uff1a\u6211\u4eec\u53d1\u5c55\u4e86\u4e00\u5957\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0c\u5f53\u5b83\u521d\u6b21\u770b\u5230\u56fe\u50cf\u573a\u666f\u65f6\u4fbf\u53ef\u4ee5\u81ea\u52a8\u4ea7\u751f\u6807\u9898\u6765\u7cbe\u786e\u63cf\u8ff0\u8fd9\u4e9b\u56fe\u50cf\u3002\u8fd9\u79cd\u7cfb\u7edf\u6700\u7ec8\u53ef\u4ee5\u5e2e\u52a9\u89c6\u969c\u4eba\u58eb\u7406\u89e3\u56fe\u50cf\u5185\u5bb9\u3001\u5728\u7f51\u901f\u8f83\u6162\u7684\u73af\u5883\u53ef\u4ee5\u7528\u6587\u672c\u66ff\u4ee3\u56fe\u50cf\u3001\u4e5f\u66f4\u5bb9\u6613\u4f7f\u4eba\u4eec\u5728Google\u4e0a\u641c\u5bfb\u56fe\u7247\u3002<\/p>\n<p>\u76ee\u524d\u7684\u7814\u7a76\u591a\u96c6\u4e2d\u5728\u7269\u4f53\u8bc6\u522b\u3001\u5206\u7c7b\u3001\u6807\u6ce8\u7b49\uff0c\u5e76\u53d6\u5f97\u8f83\u5927\u8fdb\u5c55\u3002\u4f46\u7cbe\u786e\u63cf\u8ff0\u4e00\u4e2a\u590d\u6742\u573a\u666f\u9700\u8981\u66f4\u6df1\u5165\u7684\u77e5\u9053\u5728\u573a\u666f\u4e2d\u53d1\u751f\u7740\u4ec0\u4e48\u4e8b\u513f\uff0c\u6355\u6349\u5404\u79cd\u4e8b\u7269\u4e4b\u95f4\u7684\u8054\u7cfb\u5e76\u628a\u5b83\u8f6c\u5316\u6210\u81ea\u7136\u7528\u8bed\u3002<\/p>\n<div style=\"width: 592px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/4.bp.blogspot.com\/-C28PVOwG93g\/VGp6MnIzNBI\/AAAAAAAAAcQ\/ZnK89i6q_mc\/s1600\/image00.png\" alt=\"\" width=\"582\" height=\"436\" \/><p class=\"wp-caption-text\">\u81ea\u52a8\u4ea7\u751f\u7684\u6807\u9898: \u201cTwo pizzas sitting on top of a stove top oven\u201d<\/p><\/div>\n<p>\u521b\u5efa\u8ba1\u7b97\u673a\u751f\u6210\u56fe\u50cf\u81ea\u7136\u63cf\u8ff0\u7684\u5f88\u591a\u52aa\u529b\u662f\u5408\u5e76\u6700\u5148\u8fdb\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u4ee5\u5f62\u6210\u4e00\u5957\u5b8c\u6574\u7684\u56fe\u50cf\u63cf\u8ff0\u65b9\u6cd5\u3002\u4f46\u662f\u5982\u679c\u6211\u4eec\u4e0d\u8003\u8651\u628a\u6700\u65b0\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u548c\u8bed\u8a00\u6a21\u578b\u5408\u5e76\u4e3a\u8054\u5408\u8bad\u7ec3\u7cfb\u7edf\uff0c\u800c\u662f\u62ff\u4e00\u5f20\u56fe\u7247\u76f4\u63a5\u751f\u6210\u4eba\u7c7b\u53ef\u8bfb\u7684\u6587\u5b57\u5e8f\u5217\u63cf\u8ff0\u5462\uff1f<\/p>\n<p>\u8fd9\u4e2a\u60f3\u6cd5\u6e90\u81ea\u8bed\u8a00\u4e4b\u95f4\u673a\u5668\u7ffb\u8bd1\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u6bd4\u5982\u8bf4\uff0c\u7528\u4e00\u4e2a\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\u8f6c\u6362\uff08RNN\uff09\uff0c\u628a\u4e00\u4e2a\u6cd5\u8bed\u53e5\u5b50\u8f6c\u6362\u6210\u4e00\u4e2a\u5411\u91cf\u8868\u793a\uff0c\u7b2c\u4e8c\u4e2a\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\u5229\u7528\u8fd9\u4e2a\u5411\u91cf\u8868\u793a\u6765\u751f\u6210\u4e00\u4e2a\u5fb7\u8bed\u53e5\u5b50\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u5982\u679c\u6211\u4eec\u628a\u4e0a\u8ff0\u7b2c\u4e00\u4e2a\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u8f93\u5165\u7684\u6587\u5b57\u66ff\u6362\u4e3a\u8bad\u7ec3\u8fc7\u7684\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\uff0c\u4ee5\u6b64\u6765\u5206\u7c7b\u56fe\u50cf\u4e2d\u7684\u4e8b\u7269\u4f1a\u600e\u6837\u5462\uff1f\u901a\u5e38\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u6700\u540e\u4e00\u5c42\u88ab\u7528\u5728\u5404\u5bf9\u8c61\u7c7b\u7684\u6700\u7ec8Softmax\u51fd\u6570\u4e2d\uff0c\u7ed9\u51fa\u6bcf\u4e2a\u5bf9\u8c61\u5728\u56fe\u50cf\u4e2d\u7684\u6982\u7387\u3002\u4f46\u662f\u5982\u679c\u6211\u4eec\u79fb\u9664\u6700\u540e\u4e00\u5c42\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u4e30\u5bcc\u7684\u7f16\u7801\u4ee3\u66ff\u56fe\u50cf\u5582\u7ed9\u8bbe\u8ba1\u597d\u7684\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u4ee5\u4ea7\u751f\u77ed\u8bed\u3002\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5728\u6240\u6709\u56fe\u50cf\u53ca\u5b83\u4eec\u7684\u6807\u9898\u4e0a\u8bad\u7ec3\u6574\u4e2a\u7cfb\u7edf\uff0c\u6240\u4ee5\u5b83\u6700\u5927\u5316\u4e86\u8fd9\u79cd\u53ef\u80fd\u6027\uff1a\u5bf9\u6bcf\u4e00\u5f20\u56fe\u7247\u7cfb\u7edf\u4ea7\u751f\u7684\u63cf\u8ff0\u80fd\u591f\u6700\u4f18\u7684\u5339\u914d\u8bad\u7ec3\u63cf\u8ff0\u3002<\/p>\n<div style=\"width: 936px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"http:\/\/3.bp.blogspot.com\/-QfV7QzVq61Y\/VGp6hTrMblI\/AAAAAAAAAcY\/qk3eCwbtpVs\/s1600\/image01.png\" alt=\"\" width=\"926\" height=\"376\" \/><p class=\"wp-caption-text\">\u6a21\u578b\u628a\u89c6\u89c9CNN\u548c\u4ea7\u751f\u8bed\u8a00\u7684RNN\u76f8\u7ed3\u5408\uff0c\u6240\u4ee5\u8f93\u5165\u4e00\u5f20\u56fe\u7247\u4fbf\u80fd\u4ea7\u751f\u5408\u9002\u7684\u81ea\u7136\u8bed\u8a00\u6807\u9898\u63cf\u8ff0\u4e4b\u3002<\/p><\/div>\n<p>\u6211\u4eec\u7684\u7cfb\u7edf\u5df2\u7ecf\u5728\u51e0\u4e2a\u516c\u5f00\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5305\u62ecPascal\u3001Flickr8k\u3001Flickr30k\u3001SBU\u7b49\uff0c\u5b9e\u9a8c\u8868\u660e\u56fe\u50cf\u63cf\u8ff0\u7684\u7ed3\u679c\u5177\u6709\u9c81\u68d2\u6027\uff1a\u4ea7\u751f\u7684\u53e5\u5b50\u975e\u5e38\u5408\u7406\u3002\u5b83\u5728\u673a\u5668\u7ffb\u8bd1\u7684\u8bc4\u4f30\u6807\u51c6BLEU\u4e2d\u4e5f\u8868\u73b0\u826f\u597d\u3002<\/p>\n<div style=\"width: 1186px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"http:\/\/1.bp.blogspot.com\/-O0jjLUCWuhY\/VGp6xVUL7uI\/AAAAAAAAAcg\/wYxwK2AQG4Q\/s1600\/Screen%2BShot%2B2014-11-17%2Bat%2B2.11.11%2BPM.png\" alt=\"\" width=\"1176\" height=\"760\" \/><p class=\"wp-caption-text\">Google\u56fe\u50cf\u63cf\u8ff0\u7cfb\u7edf\u751f\u6210\u7684\u56fe\u8bf4\uff0c\u7ecf\u7531\u4eba\u5de5\u4e3a\u56fe\u8bf4\u54c1\u8d28\u8bc4\u5206\uff0c\u5206\u6210\u63cf\u8ff0\u65e0\u8bef\u3001\u8f7b\u5fae\u9519\u8bef\u3001\u8fd8\u7b97\u4e0e\u56fe\u7247\u6709\u76f8\u5173\u3001\u4e0e\u56fe\u7247\u65e0\u5173\u56db\u79cd\u8868\u73b0\u3002<\/p><\/div>\n<p>\u4e00\u5f20\u56fe\u7247\u53ef\u80fd\u80dc\u8fc7\u5343\u8a00\uff0c\u4f46\u6709\u65f6\u5c31\u662f\u8fd9\u4e9b\u6587\u5b57\u624d\u6700\u6709\u610f\u4e49\u3002\u6240\u4ee5\u6211\u4eec\u627e\u5230\u628a\u56fe\u50cf\u81ea\u52a8\u51c6\u786e\u5730\u8f6c\u6362\u6210\u6587\u5b57\u7684\u65b9\u6cd5\u975e\u5e38\u91cd\u8981\u3002\u968f\u7740\u9002\u5408\u5b66\u4e60\u56fe\u50cf\u63cf\u8ff0\u7684\u6570\u636e\u96c6\u7684\u4e30\u5bcc\u548c\u6210\u719f\uff0c\u6240\u6709\u56fe\u50cf\u5bf9\u5e94\u63cf\u8ff0\u4f1a\u66f4\u7cbe\u786e\u3002\u6211\u4eec\u671f\u5f85\u7740\u7cfb\u7edf\u7ee7\u7eed\u53d1\u5c55\uff0c\u53ef\u4ee5\u8bfb\u53d6\u56fe\u50cf\u5e76\u751f\u6210\u826f\u597d\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u3002\u82e5\u60f3\u5f97\u5230\u66f4\u591a\u4ece\u56fe\u50cf\u751f\u6210\u63cf\u8ff0\u7684\u6846\u67b6\u7684\u7ec6\u8282\u4fe1\u606f\uff0c\u4ee5\u53ca\u6a21\u578b\u8bc4\u4f30\uff0c\u53ef\u8bfb<a href=\"http:\/\/arxiv.org\/abs\/1411.4555\">\u8bba\u6587<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bd1\u81ea\uff1aA picture is worth a thousand (coherent) words: building a natural description of images\u00a0 &#8211;FROM\uff1aGoogle Research Blog \u201c\u4e24\u5757\u62ab\u8428\u5728\u7089\u7076\u70e4\u7bb1\u9876\u4e0a\u3002\u201d \u201c\u4e00\u7fa4\u4eba\u5728\u4e00\u4e2a\u9732\u5929\u5e02\u573a\u8d2d\u7269\u3002\u201d \u201c\u5ba4\u5185\u6700\u597d\u7684\u5ea7\u4f4d\u201d \u4eba\u7c7b\u53ef\u4ee5\u8f7b\u677e\u7684\u4ece\u4e00\u6574\u4e2a\u590d\u6742\u573a\u666f\u4e2d\u63d0\u53d6\u91cd\u70b9\u5e76\u7b80\u5355\u63cf\u8ff0\u4e4b\u3002\u800c\u8fd9\u5bf9\u8ba1\u7b97\u673a\u6765\u8bf4\u5341\u5206\u56f0\u96be\u3002\u4f46\u6211\u4eec\u63a8\u8fdb\u4e86\u4e00\u6b65\uff1a\u6211\u4eec\u53d1\u5c55\u4e86\u4e00\u5957\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0c\u5f53\u5b83\u521d\u6b21\u770b\u5230\u56fe\u50cf\u573a\u666f\u65f6\u4fbf\u53ef\u4ee5\u81ea\u52a8\u4ea7\u751f\u6807\u9898\u6765\u7cbe\u786e\u63cf\u8ff0\u8fd9\u4e9b\u56fe\u50cf\u3002\u8fd9\u79cd\u7cfb\u7edf\u6700\u7ec8\u53ef\u4ee5\u5e2e\u52a9\u89c6\u969c\u4eba\u58eb\u7406\u89e3\u56fe\u50cf\u5185\u5bb9\u3001\u5728\u7f51\u901f\u8f83\u6162\u7684\u73af\u5883\u53ef\u4ee5\u7528\u6587\u672c\u66ff\u4ee3\u56fe\u50cf\u3001\u4e5f\u66f4\u5bb9\u6613\u4f7f\u4eba\u4eec\u5728Google\u4e0a\u641c\u5bfb\u56fe\u7247\u3002 \u76ee\u524d\u7684\u7814\u7a76\u591a\u96c6\u4e2d\u5728\u7269\u4f53\u8bc6\u522b\u3001\u5206\u7c7b\u3001\u6807\u6ce8\u7b49\uff0c\u5e76\u53d6\u5f97\u8f83\u5927\u8fdb\u5c55\u3002\u4f46\u7cbe\u786e\u63cf\u8ff0\u4e00\u4e2a\u590d\u6742\u573a\u666f\u9700\u8981\u66f4\u6df1\u5165\u7684\u77e5\u9053\u5728\u573a\u666f\u4e2d\u53d1\u751f\u7740\u4ec0\u4e48\u4e8b\u513f\uff0c\u6355\u6349\u5404\u79cd\u4e8b\u7269\u4e4b\u95f4\u7684\u8054\u7cfb\u5e76\u628a\u5b83\u8f6c\u5316\u6210\u81ea\u7136\u7528\u8bed\u3002 \u521b\u5efa\u8ba1\u7b97\u673a\u751f\u6210\u56fe\u50cf\u81ea\u7136\u63cf\u8ff0\u7684\u5f88\u591a\u52aa\u529b\u662f\u5408\u5e76\u6700\u5148\u8fdb\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u4ee5\u5f62\u6210\u4e00\u5957\u5b8c\u6574\u7684\u56fe\u50cf\u63cf\u8ff0\u65b9\u6cd5\u3002\u4f46\u662f\u5982\u679c\u6211\u4eec\u4e0d\u8003\u8651\u628a\u6700\u65b0\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u548c\u8bed\u8a00\u6a21\u578b\u5408\u5e76\u4e3a\u8054\u5408\u8bad\u7ec3\u7cfb\u7edf\uff0c\u800c\u662f\u62ff\u4e00\u5f20\u56fe\u7247\u76f4\u63a5\u751f\u6210\u4eba\u7c7b\u53ef\u8bfb\u7684\u6587\u5b57\u5e8f\u5217\u63cf\u8ff0\u5462\uff1f \u8fd9\u4e2a\u60f3\u6cd5\u6e90\u81ea\u8bed\u8a00\u4e4b\u95f4\u673a\u5668\u7ffb\u8bd1\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u6bd4\u5982\u8bf4\uff0c\u7528\u4e00\u4e2a\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\u8f6c\u6362\uff08RNN\uff09\uff0c\u628a\u4e00\u4e2a\u6cd5\u8bed\u53e5\u5b50\u8f6c\u6362\u6210\u4e00\u4e2a\u5411\u91cf\u8868\u793a\uff0c\u7b2c\u4e8c\u4e2a\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\u5229\u7528\u8fd9\u4e2a\u5411\u91cf\u8868\u793a\u6765\u751f\u6210\u4e00\u4e2a\u5fb7\u8bed\u53e5\u5b50\u3002 \u73b0\u5728\uff0c\u5982\u679c\u6211\u4eec\u628a\u4e0a\u8ff0\u7b2c\u4e00\u4e2a\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u8f93\u5165\u7684\u6587\u5b57\u66ff\u6362\u4e3a\u8bad\u7ec3\u8fc7\u7684\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\uff0c\u4ee5\u6b64\u6765\u5206\u7c7b\u56fe\u50cf\u4e2d\u7684\u4e8b\u7269\u4f1a\u600e\u6837\u5462\uff1f\u901a\u5e38\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u6700\u540e\u4e00\u5c42\u88ab\u7528\u5728\u5404\u5bf9\u8c61\u7c7b\u7684\u6700\u7ec8Softmax\u51fd\u6570\u4e2d\uff0c\u7ed9\u51fa\u6bcf\u4e2a\u5bf9\u8c61\u5728\u56fe\u50cf\u4e2d\u7684\u6982\u7387\u3002\u4f46\u662f\u5982\u679c\u6211\u4eec\u79fb\u9664\u6700\u540e\u4e00\u5c42\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u4e30\u5bcc\u7684\u7f16\u7801\u4ee3\u66ff\u56fe\u50cf\u5582\u7ed9\u8bbe\u8ba1\u597d\u7684\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u4ee5\u4ea7\u751f\u77ed\u8bed\u3002\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5728\u6240\u6709\u56fe\u50cf\u53ca\u5b83\u4eec\u7684\u6807\u9898\u4e0a\u8bad\u7ec3\u6574\u4e2a\u7cfb\u7edf\uff0c\u6240\u4ee5\u5b83\u6700\u5927\u5316\u4e86\u8fd9\u79cd\u53ef\u80fd\u6027\uff1a\u5bf9\u6bcf\u4e00\u5f20\u56fe\u7247\u7cfb\u7edf\u4ea7\u751f\u7684\u63cf\u8ff0\u80fd\u591f\u6700\u4f18\u7684\u5339\u914d\u8bad\u7ec3\u63cf\u8ff0\u3002 \u6211\u4eec\u7684\u7cfb\u7edf\u5df2\u7ecf\u5728\u51e0\u4e2a\u516c\u5f00\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5305\u62ecPascal\u3001Flickr8k\u3001Flickr30k\u3001SBU\u7b49\uff0c\u5b9e\u9a8c\u8868\u660e\u56fe\u50cf\u63cf\u8ff0\u7684\u7ed3\u679c\u5177\u6709\u9c81\u68d2\u6027\uff1a\u4ea7\u751f\u7684\u53e5\u5b50\u975e\u5e38\u5408\u7406\u3002\u5b83\u5728\u673a\u5668\u7ffb\u8bd1\u7684\u8bc4\u4f30\u6807\u51c6BLEU\u4e2d\u4e5f\u8868\u73b0\u826f\u597d\u3002 \u4e00\u5f20\u56fe\u7247\u53ef\u80fd\u80dc\u8fc7\u5343\u8a00\uff0c\u4f46\u6709\u65f6\u5c31\u662f\u8fd9\u4e9b\u6587\u5b57\u624d\u6700\u6709\u610f\u4e49\u3002\u6240\u4ee5\u6211\u4eec\u627e\u5230\u628a\u56fe\u50cf\u81ea\u52a8\u51c6\u786e\u5730\u8f6c\u6362\u6210\u6587\u5b57\u7684\u65b9\u6cd5\u975e\u5e38\u91cd\u8981\u3002\u968f\u7740\u9002\u5408\u5b66\u4e60\u56fe\u50cf\u63cf\u8ff0\u7684\u6570\u636e\u96c6\u7684\u4e30\u5bcc\u548c\u6210\u719f\uff0c\u6240\u6709\u56fe\u50cf\u5bf9\u5e94\u63cf\u8ff0\u4f1a\u66f4\u7cbe\u786e\u3002\u6211\u4eec\u671f\u5f85\u7740\u7cfb\u7edf\u7ee7\u7eed\u53d1\u5c55\uff0c\u53ef\u4ee5\u8bfb\u53d6\u56fe\u50cf\u5e76\u751f\u6210\u826f\u597d\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u3002\u82e5\u60f3\u5f97\u5230\u66f4\u591a\u4ece\u56fe\u50cf\u751f\u6210\u63cf\u8ff0\u7684\u6846\u67b6\u7684\u7ec6\u8282\u4fe1\u606f\uff0c\u4ee5\u53ca\u6a21\u578b\u8bc4\u4f30\uff0c\u53ef\u8bfb\u8bba\u6587\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[4],"tags":[51,50,19,52],"class_list":["post-88","post","type-post","status-publish","format-standard","hentry","category-info","tag-51","tag-50","tag-19","tag-52"],"translation":{"provider":"WPGlobus","version":"2.12.2","language":"en","enabled_languages":["zh","en"],"languages":{"zh":{"title":true,"content":true,"excerpt":false},"en":{"title":false,"content":false,"excerpt":false}}},"_links":{"self":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts\/88","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/comments?post=88"}],"version-history":[{"count":2,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts\/88\/revisions"}],"predecessor-version":[{"id":123,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts\/88\/revisions\/123"}],"wp:attachment":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/media?parent=88"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/categories?post=88"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/tags?post=88"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}