{"id":16440,"date":"2019-07-15T17:50:56","date_gmt":"2019-07-15T09:50:06","guid":{"rendered":"https:\/\/swarma.org\/?p=16440"},"modified":"2019-07-15T17:50:11","modified_gmt":"2019-07-15T09:50:11","slug":"91a5799205","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=16440","title":{"rendered":"\u5218\u77e5\u8fdc\uff1a\u77e5\u8bc6\u6307\u5bfc\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" style=\"width: 540px;height: 360px\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma5-1563184207-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\"><span style=\"text-align: justify;font-size: 15px\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section class=\"\" style=\"letter-spacing: 0.544px\">\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"min-height: 1em;margin-left: 0px;margin-right: 0px;line-height: 1.5em\"><span>\u968f\u7740\u4e92\u8054\u7f51\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u81ea\u7136\u8bed\u8a00\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d1\u5c55\u6700\u5feb\u7684\u5e94\u7528\u4e4b\u4e00\u3002<\/span><span>\u57282019\u5e746\u6708\u7684\u96c6\u667a-\u51ef\u98ce\u590d\u6742\u7cfb\u7edf\u8bba\u575b\u4e2d\uff0c\u5218\u77e5\u8fdc\u8001\u5e08\u5c31\u77e5\u8bc6\u6307\u5bfc\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u5c55\u5f00\u4e86\u4e00\u7cfb\u5217\u8ba8\u8bba\uff1a<\/span><span>\u5148\u4ecb\u7ecd\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u57fa\u672c\u6982\u5ff5\uff0c\u7136\u540e\u662f\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u6570\u636e\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\uff0c\u518d\u5c06\u77e5\u8bc6\u5f15\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff0c\u77e5\u8bc6+\u6570\u636e\u53cc\u5411\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002<\/span><\/p>\n<p style=\"font-size: 13px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"font-size: 13px;line-height: normal\">\n<p style=\"font-size: 13px;line-height: 1.75em\"><span>\u672c\u6587\u5185\u5bb9\u6e90\u4e8e\u5218\u77e5\u8fdc\u8001\u5e08\u7684\u8bb2\u5ea7\u5185\u5bb9\uff0c\u7ecf\u6388\u6743\u53d1\u5e03\u3002\u8bb2\u5ea7\u5f55\u64ad\u65f6\u957f21\u5206\u949f\uff0c\u5730\u5740\u89c1\u6587\u672b\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"text-align: justify;font-size: 15px\">\u672c\u8bb2\u5ea7\u9996\u5148\u4ecb\u7ecd\u4e86\u81ea\u7136\u8bed\u8a00\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u57fa\u672c\u6982\u5ff5\uff0c\u9610\u8ff0\u4e86\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u6570\u636e\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u7279\u70b9\u53ca\u96be\u70b9\uff0c\u5e76\u8fdb\u4e00\u6b65\u8bb2\u8ff0\u4e86\u5f15\u5165\u77e5\u8bc6\u6307\u5bfc\uff0c\u6df1\u5ea6\u5b66\u4e60\u548c\u77e5\u8bc6\u56fe\u8c31\u53cc\u5411\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u4f53\u7cfb\u3002<\/span><span style=\"text-align: justify;font-size: 15px\">\u63a5\u7740\u7ed3\u5408\u5b9e\u4f8b\uff0c\u5206\u522b\u4ece\u8bed\u8a00\u77e5\u8bc6\u5e93\u548c\u4e16\u754c\u77e5\u8bc6\u5e93\u4e24\u4e2a\u65b9\u9762\uff0c\u8be6\u7ec6\u7684\u4ecb\u7ecd\u4e86\u4e24\u79cd\u77e5\u8bc6\u5e93\uff0c\u5e76\u8bb2\u8ff0\u4e86\u5982\u4f55\u5c06\u8fd9\u4e24\u79cd\u77e5\u8bc6\u5f15\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/span><span style=\"text-align: justify;font-size: 15px\">\u6700\u540e\uff0c\u7ed9\u51fa\u4e86\u603b\u7ed3\u4e0e\u5c55\u671b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u81ea\u7136\u8bed\u8a00\u53ca\u81ea\u7136\u8bed\u8a00\u5904\u7406<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span class=\"ql-author-i1730517749 ql-size-12\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u81ea\u7136\u8bed\u8a00\u662f\u4eba\u7c7b\u4e4b\u95f4\u4ea4\u6d41\u4f20\u64ad\u4fe1\u606f\u548c\u77e5\u8bc6\u7684\u5de5\u5177\u3002\u4e0e\u8ba1\u7b97\u673a\u9886\u57df\u4e2d\u7684\u7f16\u7a0b\u8bed\u8a00\u76f8\u5bf9\u5e94\uff0c\u81ea\u7136\u8bed\u8a00\u6709\u5f88\u591a\u7279\u70b9\uff0c\u6bd4\u5982\u6bcf\u5929\u4ea7\u751f\u65b0\u8bcd\u3001\u65e7\u8bcd\u65b0\u610f\u3001\u4e00\u8bcd\u591a\u4e49\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08Natural Language Processing\uff0c\u7b80\u79f0NLP\uff09\u65e8\u5728\u5e0c\u671b\u8ba1\u7b97\u673a\u50cf\u4eba\u4e00\u6837\u6765\u5904\u7406\u3001\u7406\u89e3\u4ee5\u53ca\u8fd0\u7528\u4eba\u7c7b\u8bed\u8a00\u3002\u8fd9\u4e2a\u95ee\u9898\u4ece\u672c\u8d28\u4e0a\u6765\u8bb2\u662f\u4ece\u65e0\u7ed3\u6784\u5e8f\u5217\u4e2d\u9884\u6d4b\u6709\u7ed3\u6784\u8bed\u4e49\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u5c55\u5f00\u6765\u8bb2\uff0c\u4eba\u7c7b\u8bed\u8a00\u662f\u4e00\u4e32\u5178\u578b\u7684\u5e8f\u5217\uff0c\u6ca1\u6709\u4efb\u4f55\u4fe1\u606f\uff0c\u5982\u679c\u60f3\u8981\u7406\u89e3\u80cc\u540e\u7684\u610f\u601d\uff0c\u5219\u9700\u5bf9\u80cc\u540e\u7684\u8bed\u8a00\u7ed3\u6784\u8fdb\u884c\u5206\u6790\u3002\u8fd9\u91cc\u6d89\u53ca\u5f88\u591a\u76f8\u5173\u4efb\u52a1\uff0c\u6bd4\u5982\u8bcd\u6027\u6807\u6ce8\u3001\u547d\u540d\u4f53\u8bc6\u522b\u3001\u6307\u4ee3\u6d88\u89e3\u3001\u4f9d\u5b58\u5206\u6790\u7b49\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1f\u8fd9\u4ef6\u4e8b\u60c5\u548c\u8ba1\u7b97\u673a\u7684\u53d1\u5c55\u6709\u91cd\u5927\u5173\u7cfb\uff0c\u8ba1\u7b97\u673a\u7684\u4e24\u5927\u5960\u57fa\u4eba\u963f\u5170\u00b7\u56fe\u7075\u548c\u51af\u00b7\u8bfa\u610f\u66fc\u4ed6\u4eec\u5728\u665a\u5e74\u90fd\u4e0d\u7ea6\u800c\u540c\u7684\u5728\u601d\u8003\u76f8\u540c\u7684\u95ee\u9898\uff0c\u5373\u8ba1\u7b97\u673a\u80fd\u5426\u50cf\u4eba\u7c7b\u4e00\u6837\u601d\u8003\u3002\u5176\u4e2d\u6bd4\u8f83\u8457\u540d\u7684\u5c5e\u56fe\u7075\u5728\u540e\u671f\u63d0\u51fa\u7684\u56fe\u7075\u6d4b\u8bd5\uff0c\u5728\u56fe\u7075\u6d4b\u8bd5\u7684\u8bbe\u7f6e\u4e2d\uff0c\u9700\u8981\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u4ea4\u6d41\u3002\u6240\u4ee5\u8bf4\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u662f\u5b9e\u73b0\u4eba\u5de5\u667a\u80fd\u3001\u901a\u8fc7\u56fe\u7075\u6d4b\u8bd5\u7684\u5173\u952e\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u6570\u636e\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff1a\u6df1\u5ea6\u5b66\u4e60<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"ql-long-i1730517749\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\">\t2<\/span><span style=\"font-size: 15px\">010\u5e74\u540e\uff0c\u6df1\u5ea6\u5b66\u4e60\u6380\u8d77\u4e86\u4e00\u573a\u6280\u672f\u70ed\u6f6e\uff0c\u5b83\u662f\u4e00\u79cd\u4ee5\u6570\u636e\u8fdb\u884c\u9a71\u52a8\u7684\u65b9\u6cd5\u3002\u6df1\u5ea6\u5b66\u4e60\u5728\u5b8c\u6210\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u65f6\u5019\u4e3b\u8981\u6709\u4e24\u4e2a\u7279\u70b9\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u7b2c\u4e00\uff1a\u4e3e\u4e00\u4e2a\u673a\u5668\u7ffb\u8bd1\u7684\u4f8b\u5b50\uff0c\u8fd9\u91cc\uff0c\u6211\u4eec\u9996\u5148\u5c06\u5f85\u7ffb\u8bd1\u7684\u8bed\u8a00\u5bf9\u8c61\u7528\u4e00\u4e2a\u4f4e\u7ef4\u7684\u5411\u91cf\u8868\u793a\uff0c\u5c06\u8bed\u4e49\u4fe1\u606fencode\u5230\u4f4e\u7ef4\u7684\u5411\u91cf\u4e2d\u3002\u4ece\u8fd9\u4e2a\u4f8b\u5b50\u53ef\u4ee5\u770b\u51fa\uff0c\u6df1\u5ea6\u5b66\u4e60\u6709\u4e00\u4e2a\u5f88\u5927\u7684\u7279\u70b9\u5c31\u662f\u4f4e\u7ef4\u7684\u5411\u91cf\u8868\u793a\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u7b2c\u4e8c\uff1a\u81ea\u7136\u8bed\u8a00\u5b58\u5728\u591a\u79cd\u7c92\u5ea6\u7684\u8bed\u8a00\u5355\u4f4d\uff0c\u5305\u62ec\u6c49\u5b57\u3001\u8bcd\u6c47\u3001\u77ed\u8bed\u3001\u53e5\u5b50\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u4efb\u52a1\u9700\u8981\u5efa\u7acb\u8fd9\u4e9b\u4e0d\u540c\u8bed\u8a00\u5355\u4f4d\u95f4\u7684\u8bed\u4e49\u5173\u8054\u3002\u901a\u8fc7\u4f4e\u7ef4\u5411\u91cf\u8868\u793a\uff0c\u628a\u8fd9\u4e9b\u4e0d\u540c\u7c92\u5ea6\u7684\u5bf9\u8c61\u90fd\u6620\u5c04\u5230\u7edf\u4e00\u7684\u8bed\u4e49\u8868\u793a\u7a7a\u95f4\u91cc\u9762\uff0c\u5c31\u6709\u4e86\u7edf\u4e00\u7684\u8ba1\u7b97\u65b9\u6848\uff0c\u8fd9\u6837\u5c31\u5f88\u5bb9\u6613\u5efa\u7acb\u591a\u7c92\u5ea6\u7684\u8bed\u8a00\u5173\u8054\u3002\u5373\uff0c\u6df1\u5ea6\u5b66\u4e60\u80fd\u591f\u9ad8\u6548\u5b66\u4e60\u591a\u7c92\u5ea6\u8bed\u8a00\u5355\u5143\u95f4\u590d\u6742\u8bed\u4e49\u5173\u8054\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u6df1\u5ea6\u5b66\u4e60\u7ed9\u6211\u4eec\u5e26\u6765\u4e86\u5f88\u5927\u7684\u8fdb\u6b65\uff0c\u4f46\u771f\u6b63\u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u8fd8\u6709\u5f88\u957f\u8def\u8981\u8d70\uff0c\u6211\u4eec\u4ecd\u9762\u4e34\u5f88\u591a\u7684\u6311\u6218\u3002\u5176\u4e2d\u5f88\u91cd\u8981\u7684\u7a81\u7834\u65b9\u5411\u662f\uff0c\u5bf9\u81ea\u7136\u8bed\u8a00\u7684\u6df1\u5ea6\u7406\u89e3\u9700\u8981\u590d\u6742\u77e5\u8bc6\u7684\u652f\u6301\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u4e0b\u9762\u901a\u8fc7\u4e00\u4e2a\u4f8b\u5b50\u611f\u53d7\u4e00\u4e0b\uff0c\u5bf9\u4e8e\u201c\u8fd9\u4e2a\u590f\u5929\u5c31\u50cf\u70e4\u7bb1\u4e00\u6837\u201d\u8fd9\u53e5\u8bdd\uff0c\u5982\u679c\u638c\u63e1\u8bed\u8a00\u7ffb\u8bd1\u77e5\u8bc6\u5c31\u53ef\u5f88\u5bb9\u6613\u7684\u901a\u8fc7\u67e5\u8bcd\u5178\u7684\u65b9\u5f0f\u7ffb\u8bd1\u5230\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\uff0c\u4f46\u6b64\u65f6\u5e76\u4e0d\u610f\u5473\u7740\u7406\u89e3\u4e86\u8fd9\u53e5\u8bdd\uff1b\u5982\u679c\u5177\u6709\u4e86\u5e38\u8bc6\u77e5\u8bc6\uff0c\u5c31\u80fd\u7406\u89e3\u5b83\u5728\u6bd4\u55bb\u201c\u8fd9\u4e2a\u590f\u5929\u6e29\u5ea6\u5f88\u9ad8\u201d\uff1b\u540c\u65f6\uff0c\u518d\u6709\u4e16\u754c\u77e5\u8bc6\uff0c\u53ef\u4ee5\u61c2\u5f97\u5b83\u5728\u8bf4\u201c\u6211\u4eec\u9700\u8981\u60f3\u529e\u6cd5\u964d\u6e29\u201d\uff1b\u518d\u8fdb\u4e00\u6b65\uff0c\u5982\u679c\u9700\u8981\u8ba1\u7b97\u673a\u5e2e\u52a9\u6211\u4eec\u89e3\u51b3\u53ef\u80fd\u4e2d\u6691\u7684\u5371\u9669\uff0c\u5219\u9700\u8981\u9886\u57df\u77e5\u8bc6\u7684\u53c2\u4e0e\u3002\u4ee5\u5f80\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u53ea\u80fd\u5229\u7528\u4e92\u8054\u7f51\u4e0a\u5927\u89c4\u6a21\u7684\u6587\u672c\u5b66\u4e60\u4e00\u4e9b\u7279\u5b9a\u4efb\u52a1\uff0c\u800c\u60f3\u8981\u5b9e\u73b0\u4ece\u5b57\u9762\u610f\u601d\u5230\u8a00\u5916\u4e4b\u610f\u7684\u8dc3\u8fc1\uff0c\u4eba\u7c7b\u77e5\u8bc6\u53d8\u5f97\u5f02\u5e38\u91cd\u8981\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"line-height: 1.75em;text-align: center;margin-left: 8px;margin-right: 8px\"><span><\/span><img loading=\"lazy\" class=\"\" height=\"228px\" width=\"483px\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma1-1563184208.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span>   <\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\">\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u6df1\u5ea6\u5b66\u4e60+\u77e5\u8bc6\u56fe\u8c31\u53cc\u5411\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u4f53\u7cfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fdb\u5165\u52302019\u5e74\uff0c\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u6df1\u5ea6\u5b66\u4e60\u5df2\u7ecf\u80fd\u6bd4\u8f83\u597d\u7684\u5efa\u7acb\u8d77\u8bed\u8a00\u5185\u90e8\u7684\u8bed\u4e49\u5173\u8054\u3002\u63a5\u4e0b\u6765\u9700\u8981\u505a\u7684\u662f\u5c06\u77e5\u8bc6\u6307\u5bfc\u52a0\u5165\u8fdb\u6765\uff0c\u4e24\u8005\u8054\u5408\u66f4\u597d\u7684\u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002<\/span><\/p>\n<p class=\"ql-long-i1730517749\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u4eba\u7c7b\u77e5\u8bc6\u662f\u4e00\u4e2a\u5178\u578b\u7684\u7b26\u53f7\u7cfb\u7edf\uff0c\u5176\u4e2d\u8bed\u8a00\u77e5\u8bc6\u3001\u4e16\u754c\u77e5\u8bc6\u90fd\u662f\u901a\u8fc7\u79bb\u6563\u7684\u7b26\u53f7\u6765\u8868\u793a\u3002\u90a3\u4e48\u8fd9\u4e9b\u7b26\u53f7\u8868\u793a\u8be5\u5982\u4f55\u878d\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff1f\u4e00\u4e2a\u6bd4\u8f83\u91cd\u8981\u7684\u6280\u672f\u8def\u7ebf\u4e3a\u2014\u2014\u5206\u5e03\u5f0f\u8868\u793a\u3002\u6211\u4eec\u5e0c\u671b\u901a\u8fc7\u8868\u793a\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u5c06\u7b26\u53f7\u5316\u7684\u77e5\u8bc6\u3001\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u6620\u5c04\u5230\u7edf\u4e00\u7684\u8bed\u4e49\u7a7a\u95f4\u4e2d\uff0c\u8fd9\u6837\u5219\u53ef\u5b9e\u73b0\u8de8\u7c92\u5ea6\u3001\u8de8\u9886\u57df\u3001\u5bcc\u77e5\u8bc6\u7684\u8bed\u8a00\u7406\u89e3\u3002<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p><span class=\"ql-author-i1730517749\">   <img loading=\"lazy\" class=\"\" height=\"268px\" width=\"465px\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma3-1563184208-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/p>\n<p class=\"ql-long-i1730517749\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\"><span class=\"ql-author-i1730517749\">  <\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u6700\u540e\u5f62\u6210\u4e86\u4e00\u4e2a\u6574\u7406\u601d\u8def\uff0c\u5982\u679c\u5b58\u5728\u4e00\u4e2a\u77e5\u8bc6\u56fe\u8c31\uff0c\u53ef\u4ee5\u901a\u8fc7\u8868\u793a\u5b66\u4e60\u53bb\u5efa\u7acb\u4f4e\u7ef4\u7684\u5411\u91cf\u8868\u793a\uff0c\u5c06\u5176\u5d4c\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u4e2d\u53bb\uff0c\u5b9e\u73b0\u77e5\u8bc6\u5bf9\u6df1\u5ea6\u5b66\u4e60\u7684\u6307\u5bfc\u3002\u5f53\u6df1\u5ea6\u5b66\u4e60\u6709\u4e86\u77e5\u8bc6\u7684\u6307\u5bfc\uff0c\u5c31\u53ef\u4ee5\u66f4\u597d\u7684\u7406\u89e3\u4e92\u8054\u7f51\u4e0a\u7684\u4fe1\u606f\uff0c\u8fdb\u4e00\u6b65\u83b7\u53d6\u66f4\u591a\u7684\u77e5\u8bc6\u8865\u5145\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u3002\u5373\u6df1\u5ea6\u5b66\u4e60+\u77e5\u8bc6\u56fe\u8c31\u53cc\u5411\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u4f53\u7cfb\uff0c\u6700\u540e\u77e5\u8bc6\u56fe\u8c31\u89c4\u6a21\u4f1a\u8d8a\u6765\u8d8a\u5927\uff0c\u540c\u65f6\u6df1\u5ea6\u5b66\u4e60\u7684\u80fd\u529b\u4f1a\u8d8a\u6765\u8d8a\u5f3a\u3002<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u8bed\u8a00\u77e5\u8bc6\u5e93<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u901a\u8fc7\u4e0a\u8ff0\u90e8\u5206\uff0c\u6211\u4eec\u77e5\u9053\u4e86\u77e5\u8bc6\u5bf9\u4e8e\u5b9e\u73b0\u8bed\u8a00\u7406\u89e3\u5f88\u91cd\u8981\uff0c\u5176\u4e2d\u4e00\u79cd\u6bd4\u8f83\u91cd\u8981\u7684\u77e5\u8bc6\u4e3a\u8bed\u8a00\u77e5\u8bc6\u548c\u5e38\u8bc6\u77e5\u8bc6\u3002\u8fc7\u53bb\u51e0\u5341\u5e74\u8bed\u8a00\u5b66\u5bb6\u624b\u5de5\u6784\u5efa\u4e86\u5f88\u591a\u77e5\u8bc6\u5e93\uff0c\u6bd4\u5982\u82f1\u8bed\u4e16\u754c\u4e2d\u6700\u5177\u77e5\u540d\u5ea6\u7684 \u201cWordNet\u201d\uff0c\u4ee5\u53ca\u4e2d\u56fd\u5b66\u8005\u6784\u5efa\u7684\u201c\u77e5\u7f51\u201d\uff08HowNet\uff09\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u4ec0\u4e48\u662fHowNet\uff1fHowNet\u662f\u8463\u632f\u4e1c\u3001\u8463\u5f3a\u7236\u5b50\u6bd5\u4e09\u5341\u5e74\u4e4b\u529f\u6807\u6ce8\u7684\u5927\u578b\u8bed\u8a00\u77e5\u8bc6\u5e93\uff0c\u4e3b\u8981\u9762\u5411\u4e2d\u6587\u7684\u8bcd\u6c47\u4e0e\u6982\u5ff5\u6807\u6ce8\u4e49\u539f\u77e5\u8bc6\u3002\u5b83\u79c9\u627f\u8fd8\u539f\u8bba\u601d\u60f3\uff0c\u8ba4\u4e3a\u8bcd\u6c47\u6216\u8005\u6c49\u5b57\u662f\u6700\u5c0f\u7684\u8bed\u8a00\u5355\u4f4d\uff0c\u4f46\u4e0d\u662f\u6700\u5c0f\u7684\u8bed\u4e49\u5355\u4f4d\uff0c\u8ba4\u4e3a\u8bcd\u6c47\u53ef\u4ee5\u7528\u66f4\u5c0f\u7684\u8bed\u4e49\u5355\u4f4d\u2014\u2014\u4e49\u539f\uff08Sememe\uff09\u6765\u63cf\u8ff0\uff0c\u4e49\u539f\u987e\u540d\u601d\u4e49\u5c31\u662f\u539f\u5b50\u8bed\u4e49\uff0c\u5373\u6700\u57fa\u672c\u7684\u3001\u4e0d\u5b9c\u518d\u5206\u5272\u7684\u6700\u5c0f\u8bed\u4e49\u5355\u4f4d\u3002HowNet\u9010\u6e10\u6784\u5efa\u51fa\u4e00\u5957\u7cbe\u7ec6\u7684\u4e49\u539f\u4f53\u7cfb\uff08\u5305\u542b\u7ea62000\u4e2a\u4e49\u539f\uff09\uff0c\u7d2f\u8ba1\u6807\u6ce8\u4e86\u6570\u5341\u4e07\u8bcd\u6c47\/\u8bcd\u4e49\u7684\u8bed\u4e49\u4fe1\u606f\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u4f8b\u5982\u201c\u9876\u70b9\u201d\u4e00\u8bcd\u5728 HowNet \u6709\u4e24\u4e2a\u4ee3\u8868\u4e49\u9879\uff0c\u5206\u522b\u6807\u6ce8\u4e49\u539f\u4fe1\u606f\u5982\u4e0b\uff0c\u5176\u4e2d\u6bcf\u4e2a\u201cxx|yy\u201d\u4ee3\u8868\u4e00\u4e2a\u4e49\u539f\uff0c\u201c|\u201d\u5de6\u8fb9\u4e3a\u82f1\u6587\u53f3\u8fb9\u4e3a\u4e2d\u6587\uff1b\u4e49\u539f\u4e4b\u95f4\u8fd8\u88ab\u6807\u6ce8\u4e86\u590d\u6742\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u5982 host\u3001modifier\u3001belong \u7b49\uff0c\u4ece\u800c\u80fd\u591f\u7cbe\u786e\u5730\u8868\u793a\u8bcd\u4e49\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u53ef\u89c6\u5316\u540e\u7684\u7ed3\u6784\u5982\u56fe*\u6240\u793a\u3002\u7531\u4e8e\u8fd9\u4e9b\u4e49\u539f\u90fd\u6709\u5b9e\u9645\u542b\u4e49\uff0c\u53ef\u4ee5\u76f4\u63a5\u5d4c\u5165\u6df1\u5ea6\u5b66\u4e60\u4e2d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u9876\u70b9#1<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\tDEF={Boundary|\u754c\u9650:host={entity|\u5b9e\u4f53},modifier={GreaterThanNormal|\u9ad8\u4e8e\u6b63\u5e38:degree={most|\u6700}}}<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u9876\u70b9#2<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\tDEF={location|\u4f4d\u7f6e:belong={angular|\u89d2},modifier={dot|\u70b9}}<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p class=\"ql-long-i1730517749\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p><span style=\"font-size: 11pt\"><\/span><img loading=\"lazy\" class=\"\" height=\"309px\" width=\"416px\" style=\"font-size: 11pt\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma7-1563184209.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 11pt\">   <\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><span><strong><span style=\"font-size: 13px\">\u4e49\u539f\u77e5\u8bc6\u5e26\u6709\u5c42\u6b21\u7ed3\u6784<\/span><\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fdb\u5165\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\uff0c\u8fd9\u79cd\u4ee5HowNet\u4e3a\u4ee3\u8868\u7684\u8bed\u8a00\uff08\u5e38\u8bc6\uff09\u77e5\u8bc6\u6709\u4f55\u4f18\u52bf\uff1f<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u65b9\u9762\uff0cHowNet \u66f4\u8d34\u8fd1\u8bed\u8a00\u672c\u8d28\u7279\u70b9\u3002\u53ef\u4ee5\u8bf4\uff0c\u8bcd\u6c47\u662f\u6700\u5c0f\u7684\u8bed\u8a00\u4f7f\u7528\u5355\u4f4d\uff0c\u5374\u4e0d\u662f\u6700\u5c0f\u7684\u8bed\u4e49\u5355\u4f4d\u3002HowNet \u63d0\u51fa\u7684\u4e49\u539f\u6807\u6ce8\u4f53\u7cfb\uff0c\u6b63\u662f\u7a81\u7834\u8bcd\u6c47\u5c4f\u969c\uff0c\u6df1\u5165\u4e86\u89e3\u8bcd\u6c47\u80cc\u540e\u4e30\u5bcc\u8bed\u4e49\u4fe1\u606f\u7684\u91cd\u8981\u901a\u9053\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u5728\u878d\u5165\u5b66\u4e60\u6a21\u578b\u65b9\u9762\uff0cHowNet \u5177\u6709\u65e0\u53ef\u6bd4\u62df\u7684\u4f18\u52bf\u3002\u5728 WordNet\u3001\u540c\u4e49\u8bcd\u8bcd\u6797\u7b49\u77e5\u8bc6\u5e93\u4e2d\uff0c\u6bcf\u4e2a\u8bcd\u7684\u8bcd\u4e49\u662f\u901a\u8fc7\u540c\u4e49\u8bcd\u96c6\uff08synset\uff09\u548c\u5b9a\u4e49\uff08gloss\uff09\u6765\u95f4\u63a5\u4f53\u73b0\u7684\uff0c\u5177\u4f53\u6bcf\u4e2a\u8bcd\u4e49\u5230\u5e95\u4ec0\u4e48\u610f\u4e49\uff0c\u7f3a\u5c11\u7ec6\u7c92\u5ea6\u7684\u7cbe\u51c6\u523b\u753b\uff0c\u7f3a\u5c11\u663e\u5f0f\u5b9a\u91cf\u7684\u4fe1\u606f\uff0c\u65e0\u6cd5\u66f4\u597d\u4e3a\u8ba1\u7b97\u673a\u6240\u7528\u3002\u4e0eWordNet\u3001\u540c\u4e49\u8bcd\u8bcd\u6797\u7b49\u77e5\u8bc6\u5e93\u7ec4\u7ec7\u6a21\u5f0f\u4e0d\u540c\u3002HowNet\u901a\u8fc7\u7edf\u4e00\u4e49\u539f\u6807\u6ce8\u4f53\u7cfb\u76f4\u63a5\u7cbe\u51c6\u523b\u753b\u8bed\u4e49\u4fe1\u606f\u3002\u6bcf\u4e2a\u4e49\u539f\u542b\u4e49\u660e\u786e\u56fa\u5b9a\uff0c\u53ef\u88ab\u76f4\u63a5\u4f5c\u4e3a\u8bed\u4e49\u6807\u7b7e\u878d\u5165\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u6240\u505a\u76f8\u5173\u5de5\u4f5c\u6574\u7406\u5728github\u5217\u8868\uff1a<\/span><span style=\"font-size: 15px\">https:\/\/github.com\/thunlp\/SCPapers<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e49\u539f\u77e5\u8bc6\u8ba1\u7b97\u76f8\u5173\u8bba\u6587<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022 Fanchao Qi, Junjie Huang, Chenghao Yang,Zhiyuan Liu, Xiao Chen, Qun Liu, Maosong Sun. Modeling Semantic Compositionality with Sememe Knowledge.ACL 2019.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022 Yihong Gu, Jun Yan, Hao Zhu,Zhiyuan Liu, Ruobing Xie, Maosong Sun, Fen Lin and Leyu Lin. Language Modeling with Sparse Product of Sememe Experts.EMNLP 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Fanchao Qi, Yankai Lin, Maosong Sun, Hao Zhu, Ruobing Xie,Zhiyuan Liu. Cross-lingual Lexical Sememe Prediction.EMNLP 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022 Huiming Jin, Hao Zhu,Zhiyuan Liu, Ruobing Xie, Maosong Sun, Fen Lin, Leyu Lin. Incorporating Chinese Characters of Words for Lexical Sememe Prediction.ACL 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022 Xiangkai Zeng, Cheng Yang, Cunchao Tu,Zhiyuan Liu, Maosong Sun. Chinese LIWC Lexicon Expansion via Hierarchical Classification of Word Embeddings with Sememe Attention.AAAI 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Ruobing Xie, Xingchi Yuan,Zhiyuan Liu, Maosong Sun. Lexical Sememe Prediction via Word Embeddings and Matrix Factorization. IJCAI 2017.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022 Yilin Niu, Ruobing Xie,Zhiyuan Liu, Maosong Sun. Improved Word Representation Learning with Sememes.ACL 2017.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4e16\u754c\u77e5\u8bc6\u5e93<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"ql-long-i1730517749\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u9664\u4e86\u4e0a\u8282\u4ecb\u7ecd\u7684\u8bed\u8a00\u548c\u5e38\u8bc6\u77e5\u8bc6\uff0c\u53e6\u4e00\u79cd\u6bd4\u8f83\u91cd\u8981\u7684\u77e5\u8bc6\u5e93\u662f\uff0c\u4ee5Google Knowledge Graphs\u4e3a\u4ee3\u8868\u7684\u4e16\u754c\u77e5\u8bc6\u5e93\uff0c\u5b83\u662f\u7528\u4e09\u5143\u7ec4\u5f62\u5f0f\u8bb0\u5f55\u73b0\u5b9e\u4e16\u754c\u4e2d\u5404\u79cd\u5404\u6837\u7684\u5b9e\u4f53\u53ca\u5173\u7cfb\uff0c\u8fd9\u6837\u5c31\u4f1a\u5f62\u6210\u4e00\u4e2a\u5f88\u5927\u7684\u7f51\u7edc\u7ed3\u6784\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u5982\u4f55\u5c06\u8fd9\u4e9b\u4e09\u5143\u7ec4\u7684\u5f62\u5f0f\u878d\u5408\u5230\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff1f<\/span><span style=\"font-size: 15px\">\u524d\u6587\u5df2\u7ecf\u63d0\u5230\u8fc7\u5206\u5e03\u5f0f\u8868\u793a\u5b66\u4e60\uff0c\u7c7b\u4f3c\u4e8eWord2vec\u628a\u8bcd\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u6211\u4eec\u662f\u5e0c\u671b\u628a\u5e26\u7ed3\u6784\u7684\u5b9e\u4f53\u4ee5\u53ca\u5173\u7cfb\u6620\u5c04\u5230\u4f4e\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u6211\u4eec\u5728\u81ea\u7136\u8bed\u8a00\u7684\u51e0\u4e2a\u4efb\u52a1\u4e0a\u505a\u4e86\u76f8\u5173\u63a2\u7d22\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u7b2c\u4e00\u4e2a\u5c1d\u8bd5\uff1a<\/span><span style=\"font-size: 15px\">\u5bf9\u6587\u672c\u5b9e\u4f53\u8fdb\u884c\u7ec6\u7c92\u5ea6\u5206\u7c7b\uff0c\u5373\u5bf9\u4e00\u53e5\u8bdd\u4e2d\u7684\u5b9e\u4f53\u5224\u65ad\u7c7b\u578b\u3002<\/span><span style=\"font-size: 15px\">\u4ee5\u5f80\u53ea\u5229\u7528\u6587\u672c\u4e0a\u4e0b\u6587\u4fe1\u606f\u6765\u5224\u65ad\u5b9e\u4f53\u7c7b\u578b\uff0c\u73b0\u5728\u53ef\u4ee5\u501f\u52a9\u77e5\u8bc6\u56fe\u8c31\u6620\u5c04\u540e\u7684\u4f4e\u7ef4\u5411\u91cf\uff0c\u63d0\u51fa\u77e5\u8bc6\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5efa\u7acb\u5bf9\u4e0a\u4e0b\u6587\u7684\u9ad8\u6548\u5efa\u6a21\u3002<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p><span class=\"ql-author-i1730517749\">     <img loading=\"lazy\" class=\"\" height=\"auto\" width=\"1010\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma3-1563184210.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/>    <\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u76f8\u5173\u8bba\u6587\uff1a<\/span><span style=\"font-size: 15px\">Ji Xin, Yankai Lin, Zhiyuan Liu, Maosong Sun. Improving Neural Fine-Grained Entity Typing with Knowledge Attention. The 32th AAAI Conference on Artificial Intelligence (AAAI 2018).<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u7b2c\u4e8c\u4e2a\u5c1d\u8bd5\uff1a<\/span><span style=\"font-size: 15px\">\u7c7b\u4f3c\u4e8e\u5c1d\u8bd5\u4e00\u7684\u601d\u60f3\uff0c\u5728\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u67e5\u8be2-\u6587\u6863\u5339\u914d\u5173\u7cfb\u6a21\u578b\uff08KNRM)\u4e2d\uff0c\u5f15\u5165KG\u4e16\u754c\u77e5\u8bc6\u3002<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p><span class=\"ql-author-i1730517749\">     <img loading=\"lazy\" class=\"\" height=\"auto\" width=\"1022\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma6-1563184210.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/>    <\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u76f8\u5173\u8bba\u6587\uff1a<\/span><span style=\"font-size: 15px\">Zhenghao Liu, Chenyan Xiong, Maosong Sun, and Zhiyuan Liu. Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval. ACL 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u7b2c\u4e09\u4e2a\u5c1d\u8bd5\uff1a<\/span><span style=\"font-size: 15px\">\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u4ee5\u5145\u5206\u5229\u7528\u5927\u89c4\u6a21\u65e0\u6807\u6ce8\u7684\u6587\u672c\uff0c\u5b66\u4e60\u51fa\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u4f8b\u5982bert\u3002<\/span><span style=\"font-size: 15px\">\u4f46\u8fd9\u4e9b\u9884\u8bad\u7ec3\u6a21\u578b\u672a\u8003\u8651\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u5f15\u5165\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\u53ef\u4ee5\u6709\u6548\u7684\u63d0\u5347\u6a21\u578b\u5bf9\u4e8e\u6587\u672c\u4e2d\u7684\u4f4e\u9891\u5b9e\u4f53\u7684\u7406\u89e3\u80fd\u529b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e16\u754c\u77e5\u8bc6\u6307\u5bfcNLP\u76f8\u5173\u8bba\u6587<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Zhengyan Zhang, Xu Han,Zhiyuan Liu, Xin Jiang, Maosong Sun, Qun Liu. ERNIE: Enhanced Language Representation with Informative Entities.ACL 2019.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Zhenghao Liu, Chenyan Xiong, Maosong Sun, Zhiyuan Liu. Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval. ACL 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Ji Xin, Yankai Lin,Zhiyuan Liu, Maosong Sun. Improving Neural Fine-Grained Entity Typing with Knowledge Attention.AAAI 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Hao Zhu, Ruobing Xie,Zhiyuan Liu, Maosong Sun. Iterative Entity Alignment via Joint Knowledge Embeddings.IJCAI 2017.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u2022Yankai Lin, Zhiyuan Liu, Maosong Sun. Knowledge Representation Learning with Entities, Attributes and Relations. IJCAI 2016.<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p>\u603b\u7ed3\u5c55\u671b<\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"ql-long-i1730517749\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u6211\u4eec\u5f00\u6e90\u4e86\u4e49\u539f\u8ba1\u7b97\u3001\u77e5\u8bc6\u8868\u793a\u3001\u77e5\u8bc6\u83b7\u53d6\u7b49\u76f8\u5173\u7b97\u6cd5\u5de5\u5177\uff0c\u5728\u5168\u7403\u6700\u5927\u5f00\u6e90\u793e\u533aGitHub\u53d1\u5e03\uff0c\u83b7\u5f97\u8d85\u8fc717000+\u661f\u6807\u5173\u6ce8\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">https:\/\/github.com\/thunlp<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\t\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u6570\u636e\u9a71\u52a8\u6a21\u578b\u5982\u4f55\u4e0e\u77e5\u8bc6\u5e93\u8fdb\u884c\u878d\u5408\uff0c\u6709\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u5411\u6df1\u5177\u63a2\u7d22\u4ef7\u503c\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">l \u4e49\u539f\u8bed\u8a00\u77e5\u8bc6\u7a81\u7834\u8bcd\u6c47\u5c4f\u969c\uff0c\u5bf9\u8bed\u8a00\u7406\u89e3\u6781\u5177\u91cd\u8981\u610f\u4e49\uff0c\u5177\u6709\u6781\u4f73\u878d\u5408\u6df1\u5ea6\u5b66\u4e60\u7684\u7279\u6027<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">lI \u4e16\u754c\u77e5\u8bc6\u5bf9\u4e8e\u5bcc\u77e5\u8bc6\u6587\u672c\u6df1\u5ea6\u7406\u89e3\u5177\u6709\u91cd\u8981\u610f\u4e49\uff0c\u77e5\u8bc6\u8868\u793a\u5b66\u4e60\u662f\u76ee\u524d\u8f83\u597d\u7684\u89e3\u51b3\u65b9\u6848<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">lII \u6df1\u5ea6\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u53cd\u8fc7\u6765\u53ef\u4ee5\u5e2e\u52a9\u4ece\u5927\u89c4\u6a21\u6587\u672c\u4e2d\u83b7\u53d6\u77e5\u8bc6<\/span><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<p class=\"ql-long-i1730517749\" style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\"><span class=\"ql-author-i1730517749 ql-size-12\" style=\"font-size: 12pt\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p>\u5218\u77e5\u8fdc\u8001\u5e08\u8bb2\u5ea7\u89c6\u9891\u4e0a\u7ebf<\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.7;margin-bottom: 0pt;margin-top: 0pt;font-size: 11pt;color: #494949\">\n<p style=\"text-align: center\">\n<p style=\"text-align: center\"><span><strong>\u5f55\u64ad\u5730\u5740\uff1a<\/strong><\/span><\/p>\n<p style=\"text-align: center\"><span><strong>https:\/\/campus.swarma.org\/play\/play?id=10937<\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section><span style=\"font-size: 15px\">\u8bb2\u8005\uff1a\u5218\u77e5\u8fdc<\/span><\/section>\n<section><span style=\"font-size: 15px\">\u6574\u7406\uff1a\u66f9\u7fbd<\/span><\/section>\n<section><span style=\"font-size: 15px\">\u7f16\u8f91\uff1a<\/span><span style=\"font-size: 15px\">\u5f20\u723d<\/span><\/section>\n<\/section>\n<\/blockquote>\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section class=\"\">\n<section class=\"\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"mpa-template\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma1-1563184210.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-weight: 400;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img class=\"mpa-template\" style=\"height: auto !important;width: 156px !important\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/07\/swarma1-1563184211.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\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<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08\u96c6\u667a\u4ff1\u4e50\u90e8\uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1563184206&amp;src=3&amp;ver=1&amp;signature=X9QN1TTE5AVbeOU06YGtFG3LyxiVkUBXscU6Ny88tQgfloXyNO4LvqqQ00bDnft5egJ7A59pI36h9KQ*9FXqzIph2pzTSXQKyVJQNc2skX3IvBpNT3RJ-F8-JYmtR5NEaisOX0-r85hfk3aIOL9ADd4Fxnz4GZDHMO8*4PFBSQc=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u968f\u7740\u4e92\u8054\u7f51\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u81ea\u7136\u8bed\u8a00\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d1\u5c55\u6700\u5feb\u7684\u5e94\u7528\u4e4b\u4e00\u3002\u57282019\u5e746\u6708\u7684\u96c6\u667a-\u51ef\u98ce\u590d\u6742\u7cfb\u7edf\u8bba\u575b\u4e2d\uff0c\u5218\u77e5\u8fdc\u8001\u5e08\u5c31\u77e5\u8bc6\u6307\u5bfc\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u5c55\u5f00\u4e86\u4e00\u7cfb\u5217\u8ba8\u8bba\uff1a\u5148\u4ecb\u7ecd\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u57fa\u672c\u6982\u5ff5\uff0c\u7136\u540e\u662f\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u6570\u636e\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\uff0c\u518d\u5c06\u77e5\u8bc6\u5f15\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff0c\u77e5\u8bc6+\u6570\u636e\u53cc\u5411\u9a71\u52a8\u7684\u81ea\u7136\u8bed&#8230;<\/p>\n","protected":false},"author":1,"featured_media":16443,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/16440"}],"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=16440"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/16440\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/16443"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16440"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16440"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=16440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}