{"id":38424,"date":"2025-05-20T13:02:23","date_gmt":"2025-05-20T05:02:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/38424.html"},"modified":"2025-05-20T13:02:23","modified_gmt":"2025-05-20T05:02:23","slug":"nlp%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%ef%bc%88%e4%b8%80%ef%bc%89%ef%bc%9a-%e7%ba%bf%e6%80%a7%e4%bb%a3%e6%95%b0%ef%bc%88%e7%9f%a9%e9%98%b5%e8%bf%90%e7%ae%97%e3%80%81%e7%89%b9%e5%be%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/38424.html","title":{"rendered":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09"},"content":{"rendered":"

\u5f15\u8a00：\u8bed\u8a00\u4e0e\u77e9\u9635\u7684\u5947\u5999\u9082\u9005<\/h4>\n

\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406（NLP）\u7684\u9b54\u6cd5\u4e16\u754c\u91cc，\u6bcf\u4e2a\u8bcd\u8bed\u90fd\u50cf\u88ab\u65bd\u4e86\u53d8\u5f62\u672f\u7684\u7cbe\u7075，\u5728\u6570\u5b66\u7684\u6bbf\u5802\u4e2d\u7fe9\u7fe9\u8d77\u821e\u3002\u5f53\u6211\u4eec\u7528"king – man + woman = queen"\u8fd9\u6837\u7684\u5411\u91cf\u9b54\u6cd5\u7834\u89e3\u8bed\u4e49\u5bc6\u7801\u65f6，\u7ebf\u6027\u4ee3\u6570\u65e9\u5df2\u6084\u7136\u7f16\u7ec7\u8d77\u8bed\u8a00\u7684\u6570\u5b66\u5916\u8863\u3002\u4ece\u641c\u7d22\u5f15\u64ce\u7684\u7cbe\u51c6\u5339\u914d\u5230\u804a\u5929\u673a\u5668\u4eba\u7684\u5999\u8bed\u8fde\u73e0，\u4ece\u60c5\u611f\u5206\u6790\u7684\u6167\u773c\u8bc6\u60c5\u5230\u673a\u5668\u7ffb\u8bd1\u7684\u6e38\u5203\u6709\u4f59，\u77e9\u9635\u8fd0\u7b97\u4e0e\u7279\u5f81\u5206\u89e3\u8fd9\u4e9b\u770b\u4f3c\u51b0\u51b7\u7684\u6570\u5b66\u5de5\u5177，\u5b9e\u5219\u662f\u6784\u5efa\u667a\u80fd\u8bed\u8a00\u7cfb\u7edf\u7684\u9b54\u6cd5\u57fa\u77f3\u3002<\/p>\n

\"\"<\/p>\n

\u4e00\u3001\u77e9\u9635\u8fd0\u7b97：NLP\u4e16\u754c\u7684\u57fa\u672c\u8bed\u6cd5<\/h4>\n

1.1 \u77e9\u9635\u7684\u7ef4\u5ea6\u9b54\u6cd5<\/h5>\n

\u5728NLP\u7684\u7ef4\u5ea6\u7a7a\u95f4\u4e2d，\u6bcf\u4e2a\u6587\u672c\u5355\u5143\u90fd\u88ab\u7f16\u7801\u4e3a\u591a\u7ef4\u5411\u91cf\u3002\u8bcd\u5d4c\u5165\u77e9\u9635\u5c065\u4e07\u4e2a\u5355\u8bcd\u8f6c\u5316\u4e3a300\u7ef4\u5411\u91cf\u65f6，\u5c31\u50cf\u7528W \u2208 R^{50000\u00d7300}\u7684\u9b54\u6cd5\u5377\u8f74\u5c01\u5370\u4e86\u8bed\u8a00\u7684\u7075\u9b42\u3002\u77e9\u9635\u4e58\u6cd5\u5728\u6b64\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u9b54\u529b：\u5f53\u8bcd\u5411\u91cf\u77e9\u9635E\u4e0e\u4e0a\u4e0b\u6587\u77e9\u9635C\u76f8\u4e58\u65f6，E\u00b7C^T\u7684\u8fd0\u7b97\u77ac\u95f4\u8ba1\u7b97\u51fa\u6240\u6709\u8bcd\u8bed\u95f4\u7684\u5173\u8054\u5f3a\u5ea6，\u8fd9\u6b63\u662f\u6ce8\u610f\u529b\u673a\u5236\u7684\u6838\u5fc3\u5965\u79d8\u3002<\/p>\n

\"\"<\/p>\n

1.2 \u5f20\u91cf\u4ea4\u54cd\u66f2<\/h5>\n

\u73b0\u4ee3NLP\u6a21\u578b\u901a\u8fc7\u5f20\u91cf\u8fd0\u7b97\u6784\u5efa\u8d77\u590d\u6742\u7684\u8ba4\u77e5\u7f51\u7edc\u3002\u5728Transformer\u67b6\u6784\u4e2d，Q（\u67e5\u8be2）\u3001K（\u952e）\u3001V（\u503c）\u4e09\u4e2a\u5f20\u91cf\u7684\u77e9\u9635\u4e58\u6cd5\u6784\u6210\u4e86\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u4e09\u91cd\u594f：<\/p>\n

QK^T\/\u221ad \u7684\u8fd0\u7b97\u72b9\u5982\u601d\u7ef4\u7684\u706b\u82b1\u78b0\u649e，Softmax(QK^T\/\u221ad)V \u7684\u8fde\u7eed\u53d8\u6362\u5219\u5b8c\u6210\u4e86\u4fe1\u606f\u7684\u7cbe\u5999\u91cd\u7ec4\u3002\u8fd9\u4e9b\u8fd0\u7b97\u5728GPU\u96c6\u7fa4\u4e0a\u5e76\u884c\u5c55\u5f00\u65f6，\u6bcf\u79d2\u53ef\u5b8c\u621010^20\u6b21\u6d6e\u70b9\u8fd0\u7b97，\u582a\u6bd4\u6570\u5b57\u4e16\u754c\u7684\u795e\u7ecf\u4ea4\u54cd\u4e50\u3002<\/p>\n

\u4e8c\u3001\u7279\u5f81\u503c\u5206\u89e3：\u8bed\u8a00\u5b87\u5b99\u7684\u900f\u89c6\u68f1\u955c<\/h4>\n

2.1 \u8bed\u4e49\u7a7a\u95f4\u7684\u964d\u7ef4\u827a\u672f<\/h5>\n

\u7279\u5f81\u503c\u5206\u89e3\u4e3a\u8bed\u8a00\u6570\u636e\u63d0\u4f9b\u4e86\u4e0a\u5e1d\u89c6\u89d2\u7684\u89c2\u6d4b\u7a97\u53e3\u3002\u5bf9\u8bcd\u5171\u73b0\u77e9\u9635A\u8fdb\u884c\u7279\u5f81\u5206\u89e3\u65f6，A = PDP^{-1}\u7684\u8fc7\u7a0b\u5982\u540c\u5c06\u6df7\u6c8c\u7684\u8bed\u8a00\u4e91\u56e2\u5206\u89e3\u4e3a\u7279\u5f81\u5411\u91cf\u6784\u6210\u7684\u6b63\u4ea4\u5750\u6807\u8f74\u3002\u524dk\u4e2a\u6700\u5927\u7279\u5f81\u503c\u5bf9\u5e94\u7684\u7279\u5f81\u5411\u91cf，\u5f80\u5f80\u627f\u8f7d\u7740\u6700\u6838\u5fc3\u7684\u8bed\u4e49\u4fe1\u606f，\u8fd9\u6b63\u662f\u6f5c\u5728\u8bed\u4e49\u5206\u6790（LSA）\u7684\u7075\u9b42\u6240\u5728\u3002<\/p>\n

\"\"<\/p>\n

2.2 \u5947\u5f02\u503c\u5206\u89e3\u7684\u53cc\u91cd\u89c6\u754c<\/h5>\n

\u5f53\u5904\u7406\u975e\u65b9\u9635\u65f6，\u5947\u5f02\u503c\u5206\u89e3（SVD）\u5c55\u73b0\u51fa\u66f4\u5f3a\u5927\u7684\u5a01\u529b\u3002\u7ed9\u5b9a\u6587\u6863-\u8bcd\u8bed\u77e9\u9635X \u2208 R^{m\u00d7n}，SVD\u5c06\u5176\u5206\u89e3\u4e3aU\u03a3V^T\u7684\u5f62\u5f0f\u3002\u5176\u4e2d\u03a3\u77e9\u9635\u7684\u5bf9\u89d2\u7ebf\u5143\u7d20\u6309\u964d\u5e8f\u6392\u5217，\u524d1%\u7684\u5947\u5f02\u503c\u5f80\u5f80\u5305\u542b\u4e8690%\u4ee5\u4e0a\u7684\u8bed\u4e49\u80fd\u91cf\u3002\u8fd9\u79cd\u7279\u6027\u4f7f\u5f97SVD\u5728\u6587\u672c\u805a\u7c7b\u4e2d\u8868\u73b0\u51fa\u8272，\u80fd\u5c06\u767e\u4e07\u6587\u6863\u7684\u8bed\u6599\u5e93\u538b\u7f29\u5230\u767e\u7ef4\u7a7a\u95f4\u800c\u4e0d\u5931\u7cbe\u9ad3\u3002<\/p>\n

\u4e09\u3001\u77e9\u9635\u5fae\u79ef\u5206：\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u7684\u8bed\u8a00\u70bc\u91d1\u672f<\/h4>\n

3.1 \u68af\u5ea6\u77e9\u9635\u7684\u6d41\u52a8\u76db\u5bb4<\/h5>\n

\u5728\u795e\u7ecf\u7f51\u7edc\u7684\u53cd\u5411\u4f20\u64ad\u4e2d，\u77e9\u9635\u5bfc\u6570\u6784\u6210\u4e86\u53c2\u6570\u66f4\u65b0\u7684\u751f\u547d\u7ebf\u3002\u4ee5\u7b80\u5355\u7684\u5168\u8fde\u63a5\u5c42\u4e3a\u4f8b，\u5f53\u8ba1\u7b97\u635f\u5931L\u5bf9\u6743\u91cd\u77e9\u9635W\u7684\u68af\u5ea6\u65f6，\u2202L\/\u2202W = \u03b4\u00b7X^T \u7684\u516c\u5f0f\u63ed\u793a\u4e86\u68af\u5ea6\u6d41\u52a8\u7684\u77e9\u9635\u672c\u8d28\u3002\u8fd9\u4e9b\u68af\u5ea6\u77e9\u9635\u7684L2\u8303\u6570\u5e38\u88ab\u7528\u4e8e\u68af\u5ea6\u88c1\u526a，\u9632\u6b62\u6570\u503c\u8ba1\u7b97\u7684\u96ea\u5d29\u6548\u5e94\u3002<\/p>\n

\"\"<\/p>\n

3.2 \u4e8c\u9636\u4f18\u5316\u7684\u9ed1\u79d1\u6280<\/h5>\n

\u5148\u8fdb\u7684\u4f18\u5316\u7b97\u6cd5\u5982K-FAC，\u901a\u8fc7\u8fd1\u4f3cFisher\u4fe1\u606f\u77e9\u9635\u7684\u5757\u5bf9\u89d2\u7ed3\u6784，\u5c06\u6d77\u68ee\u77e9\u9635\u7684\u9006\u8fd0\u7b97\u5206\u89e3\u4e3a\u591a\u4e2a\u5c0f\u77e9\u9635\u7684Kronecker\u79ef\u3002\u8fd9\u79cd\u5de7\u5999\u7684\u77e9\u9635\u5206\u89e3\u4f7f\u81ea\u7136\u68af\u5ea6\u4e0b\u964d\u5728\u4ebf\u7ea7\u53c2\u6570\u6a21\u578b\u4e0a\u6210\u4e3a\u53ef\u80fd，\u8bad\u7ec3\u901f\u5ea6\u63d0\u53473-5\u500d\u7684\u540c\u65f6\u4fdd\u6301\u6536\u655b\u7cbe\u5ea6\u3002<\/p>\n

\u56db\u3001\u5b9e\u6218\u542f\u793a\u5f55：\u4ece\u7406\u8bba\u5230\u5de5\u4e1a\u7ea7\u5e94\u7528<\/h4>\n

4.1 \u8bcd\u5411\u91cf\u7684\u77e9\u9635\u89e3\u5256<\/h5>\n

\u6df1\u5165Glove\u6a21\u578b\u7684\u635f\u5931\u51fd\u6570：J = \u03a3(X_{ij} – w_i^T w\u0303_j)^2，\u5176\u4e2d\u8bcd\u5411\u91cf\u77e9\u9635W\u548c\u4e0a\u4e0b\u6587\u77e9\u9635W\u0303\u7684\u534f\u540c\u8bad\u7ec3，\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u8bcd\u8bed\u7684\u534f\u65b9\u5dee\u77e9\u9635\u3002\u8fd9\u79cd\u5bf9\u5168\u5c40\u7edf\u8ba1\u4fe1\u606f\u7684\u77e9\u9635\u5316\u5229\u7528，\u4f7f\u5f97Glove\u5728\u8bcd\u6c47\u7c7b\u6bd4\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u6bd4Word2Vec\u63d0\u5347\u7ea68%\u3002<\/p>\n

\"\"<\/p>\n

4.2 \u5927\u8bed\u8a00\u6a21\u578b\u7684\u77e9\u9635\u79d8\u94a5<\/h5>\n

GPT-3\u76841750\u4ebf\u53c2\u6570\u672c\u8d28\u4e0a\u662f\u8d85\u5de8\u578b\u77e9\u9635\u7684\u96c6\u5408：\u8f93\u5165\u5d4c\u5165\u77e9\u9635(12288\u00d750257)，\u6ce8\u610f\u529b\u5934\u7684\u53c2\u6570\u77e9\u9635(12288\u00d7128\u00d796\u4e2a)\u7b49\u3002\u8fd9\u4e9b\u77e9\u9635\u901a\u8fc7\u667a\u80fd\u521d\u59cb\u5316（\u5982Xavier\u521d\u59cb\u5316）\u548c\u5206\u5757\u5e76\u884c\u8ba1\u7b97，\u57284096\u4e2aGPU\u7684\u96c6\u7fa4\u4e0a\u5b8c\u6210\u8bad\u7ec3，\u5176\u77e9\u9635\u4e58\u79ef\u8fd0\u7b97\u603b\u91cf\u8d85\u8fc710^23\u6b21\u3002<\/p>\n

\u7ed3\u8bed：\u6570\u5b66\u8bd7\u7bc7\u7684\u4e0b\u4e00\u7ae0<\/h4>\n

\u4ece\u8bcd\u888b\u6a21\u578b\u5230Transformer，\u4eceSVD\u5230\u81ea\u52a8\u5fae\u5206，\u7ebf\u6027\u4ee3\u6570\u59cb\u7ec8\u662fNLP\u8fdb\u5316\u7684DNA\u3002\u5f53\u6211\u4eec\u7ad9\u5728\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65f6\u4ee3\u4e4b\u5dc5\u56de\u671b，\u4f1a\u53d1\u73b0\u90a3\u4e9b\u7cbe\u5999\u7684\u77e9\u9635\u8fd0\u7b97\u6070\u5982\u666e\u7f57\u7c73\u4fee\u65af\u7684\u706b\u79cd，\u70b9\u71c3\u4e86\u8bed\u8a00\u667a\u80fd\u7684\u6587\u660e\u4e4b\u5149\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb568\u6b21\uff0c\u70b9\u8d5e21\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u9b54\u6cd5\u4e16\u754c\u91cc\uff0c\u6bcf\u4e2a\u8bcd\u8bed\u90fd\u50cf\u88ab\u65bd\u4e86\u53d8\u5f62\u672f\u7684\u7cbe\u7075\uff0c\u5728\u6570\u5b66\u7684\u6bbf\u5802\u4e2d\u7fe9\u7fe9\u8d77\u821e\u3002\u5f53\u6211\u4eec\u7528"king – man + woman = queen"\u8fd9\u6837\u7684\u5411\u91cf\u9b54\u6cd5\u7834\u89e3\u8bed\u4e49\u5bc6\u7801\u65f6\uff0c\u7ebf\u6027\u4ee3\u6570\u65e9\u5df2\u6084\u7136\u7f16\u7ec7\u8d77\u8bed\u8a00\u7684\u6570\u5b66\u5916\u8863\u3002\u4ece\u641c\u7d22\u5f15\u64ce\u7684\u7cbe\u51c6\u5339\u914d\u5230\u804a\u5929\u673a\u5668\u4eba\u7684\u5999\u8bed\u8fde\u73e0\uff0c\u4ece\u60c5\u611f\u5206\u6790\u7684\u6167\u773c\u8bc6\u60c5\u5230\u673a\u5668\u7ffb\u8bd1\u7684\u6e38\u5203\u6709\u4f59\uff0c\u77e9\u9635\u8fd0\u7b97\u4e0e\u7279\u5f81\u5206\u89e3\u8fd9\u4e9b\u770b\u4f3c\u51b0\u51b7\u7684\u6570\u5b66\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u6784\u5efa\u667a\u80fd\u8bed\u8a00\u7cfb\u7edf\u7684\u9b54\u6cd5\u57fa\u77f3\u3002<\/p>\n","protected":false},"author":2,"featured_media":38419,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2068,3366,1649,224],"topic":[],"class_list":{"0":"post-38424","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-server","8":"tag-nlp","10":"tag-1649","11":"tag-224"},"yoast_head":"\nNLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/38424.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb568\u6b21\uff0c\u70b9\u8d5e21\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u9b54\u6cd5\u4e16\u754c\u91cc\uff0c\u6bcf\u4e2a\u8bcd\u8bed\u90fd\u50cf\u88ab\u65bd\u4e86\u53d8\u5f62\u672f\u7684\u7cbe\u7075\uff0c\u5728\u6570\u5b66\u7684\u6bbf\u5802\u4e2d\u7fe9\u7fe9\u8d77\u821e\u3002\u5f53\u6211\u4eec\u7528"king - man + woman = queen"\u8fd9\u6837\u7684\u5411\u91cf\u9b54\u6cd5\u7834\u89e3\u8bed\u4e49\u5bc6\u7801\u65f6\uff0c\u7ebf\u6027\u4ee3\u6570\u65e9\u5df2\u6084\u7136\u7f16\u7ec7\u8d77\u8bed\u8a00\u7684\u6570\u5b66\u5916\u8863\u3002\u4ece\u641c\u7d22\u5f15\u64ce\u7684\u7cbe\u51c6\u5339\u914d\u5230\u804a\u5929\u673a\u5668\u4eba\u7684\u5999\u8bed\u8fde\u73e0\uff0c\u4ece\u60c5\u611f\u5206\u6790\u7684\u6167\u773c\u8bc6\u60c5\u5230\u673a\u5668\u7ffb\u8bd1\u7684\u6e38\u5203\u6709\u4f59\uff0c\u77e9\u9635\u8fd0\u7b97\u4e0e\u7279\u5f81\u5206\u89e3\u8fd9\u4e9b\u770b\u4f3c\u51b0\u51b7\u7684\u6570\u5b66\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u6784\u5efa\u667a\u80fd\u8bed\u8a00\u7cfb\u7edf\u7684\u9b54\u6cd5\u57fa\u77f3\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/38424.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-20T05:02:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250520050220-682c0cdcaebee.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/38424.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/38424.html\",\"name\":\"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-05-20T05:02:23+00:00\",\"dateModified\":\"2025-05-20T05:02:23+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/38424.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/38424.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/38424.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/38424.html","og_locale":"zh_CN","og_type":"article","og_title":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb568\u6b21\uff0c\u70b9\u8d5e21\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u9b54\u6cd5\u4e16\u754c\u91cc\uff0c\u6bcf\u4e2a\u8bcd\u8bed\u90fd\u50cf\u88ab\u65bd\u4e86\u53d8\u5f62\u672f\u7684\u7cbe\u7075\uff0c\u5728\u6570\u5b66\u7684\u6bbf\u5802\u4e2d\u7fe9\u7fe9\u8d77\u821e\u3002\u5f53\u6211\u4eec\u7528"king - man + woman = queen"\u8fd9\u6837\u7684\u5411\u91cf\u9b54\u6cd5\u7834\u89e3\u8bed\u4e49\u5bc6\u7801\u65f6\uff0c\u7ebf\u6027\u4ee3\u6570\u65e9\u5df2\u6084\u7136\u7f16\u7ec7\u8d77\u8bed\u8a00\u7684\u6570\u5b66\u5916\u8863\u3002\u4ece\u641c\u7d22\u5f15\u64ce\u7684\u7cbe\u51c6\u5339\u914d\u5230\u804a\u5929\u673a\u5668\u4eba\u7684\u5999\u8bed\u8fde\u73e0\uff0c\u4ece\u60c5\u611f\u5206\u6790\u7684\u6167\u773c\u8bc6\u60c5\u5230\u673a\u5668\u7ffb\u8bd1\u7684\u6e38\u5203\u6709\u4f59\uff0c\u77e9\u9635\u8fd0\u7b97\u4e0e\u7279\u5f81\u5206\u89e3\u8fd9\u4e9b\u770b\u4f3c\u51b0\u51b7\u7684\u6570\u5b66\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u6784\u5efa\u667a\u80fd\u8bed\u8a00\u7cfb\u7edf\u7684\u9b54\u6cd5\u57fa\u77f3\u3002","og_url":"https:\/\/www.wsisp.com\/helps\/38424.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-05-20T05:02:23+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250520050220-682c0cdcaebee.jpg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/38424.html","url":"https:\/\/www.wsisp.com\/helps\/38424.html","name":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-05-20T05:02:23+00:00","dateModified":"2025-05-20T05:02:23+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/38424.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/38424.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/38424.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e00\uff09\uff1a \u7ebf\u6027\u4ee3\u6570\uff08\u77e9\u9635\u8fd0\u7b97\u3001\u7279\u5f81\u503c\u5206\u89e3\u7b49\uff09"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/38424","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=38424"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/38424\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/38419"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=38424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=38424"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=38424"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=38424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}