{"id":64646,"date":"2025-09-21T13:20:35","date_gmt":"2025-09-21T05:20:35","guid":{"rendered":"https:\/\/swarma.org\/?p=64646"},"modified":"2025-09-21T13:20:35","modified_gmt":"2025-09-21T05:20:35","slug":"%e6%96%b0%e4%b9%a6%e6%8e%a8%e8%8d%90%ef%bc%88%e6%9c%89%e8%b5%a0%e4%b9%a6%ef%bc%89%ef%bd%9c%e9%80%9a%e5%be%80%e6%99%ba%e8%83%bd%e4%b9%8b%e8%b7%af%ef%bc%9a%e4%ba%ba%e8%84%91%e6%99%ba%e8%83%bd%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=64646","title":{"rendered":"\u65b0\u4e66\u63a8\u8350\uff08\u6709\u8d60\u4e66\uff09\uff5c\u901a\u5f80\u667a\u80fd\u4e4b\u8def\uff1a\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd"},"content":{"rendered":"
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<\/strong>\u667a\u80fd\uff0c\u662f\u4eba\u7c7b\u5bf9\u4e16\u754c\u6700\u6df1\u523b\u3001\u6700\u6301\u4e45\u7684\u63a2\u7d22\u4e4b\u4e00\u3002\u4ece\u4eba\u8111\u667a\u80fd\u5230\u4eba\u5de5\u667a\u80fd\uff0c\u8fd9\u4e24\u79cd\u622a\u7136\u4e0d\u540c\u7684\u8def\u5f84\uff0c\u5206\u522b\u5c55\u73b0\u4e86\u81ea\u7136\u8fdb\u5316\u7684\u8bd5\u9519\u79ef\u7d2f\u4e0e\u4eba\u7c7b\u5de5\u7a0b\u5316\u7684\u76ee\u6807\u9a71\u52a8\u3002\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u4ea4\u6c47\u5c06\u53ef\u80fd\u5e26\u6765\u6df1\u8fdc\u7684\u53d8\u9769\u3002\u4e00\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u5e2e\u52a9\u6211\u4eec\u66f4\u6df1\u5165\u5730\u7406\u89e3\u5927\u8111\u7684\u8fd0\u884c\u673a\u5236\uff0c\u4f8b\u5982\u901a\u8fc7\u8ba1\u7b97\u6a21\u578b\u6a21\u62df\u795e\u7ecf\u6d3b\u52a8\uff0c\u63ed\u793a\u590d\u6742\u8ba4\u77e5\u8fc7\u7a0b\u4e2d\u7684\u6df1\u5c42\u89c4\u5f8b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4eba\u8111\u7684\u590d\u6742\u6027\u4e0e\u7075\u6d3b\u6027\u4e5f\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u91cd\u8981\u7075\u611f\uff0c\u6bd4\u5982\u5982\u4f55\u8ba9AI\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u5b66\u4e60\u80fd\u529b\u4e0e\u52a8\u6001\u9002\u5e94\u6027\u3002\u8fd9\u79cd\u53cc\u5411\u542f\u53d1\u6b63\u5728\u63a8\u52a8\u4e00\u79cd\u201c\u667a\u80fd\u878d\u5408\u201d\u7684\u8d8b\u52bf\uff1a\u65e2\u662f\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7684\u4ea4\u6c47\uff0c\u4e5f\u662f\u81ea\u7136\u4e0e\u6280\u672f\u7684\u5bf9\u8bdd\u3002<\/span><\/span><\/strong><\/p>\n


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\u6587\u672b\u7559\u8a00\u4f60\u5bf9\u201c\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u201d\u8fd9\u4e00\u8bdd\u9898\u7684\u60f3\u6cd5\uff0c\u6211\u4eec\u4f1a\u9009\u53d6\u70b9\u8d5e\u524d\u4e09\u540d\u514d\u8d39\u8d60\u4e66\uff01<\/span><\/span><\/strong><\/p>\n


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\u5173\u952e\u8bcd\uff1a\u4eba\u5de5\u667a\u80fd\u3001\u4eba\u8111\u667a\u80fd<\/span><\/strong><\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u5218\u6cc9\u5f71\u3001\u66f2\u7531\u4e4b\u3001\u9b4f\u6668\u3001\u6881\u667a\u8d85\u4e28\u4f5c\u8005<\/span><\/span><\/section>\n<\/section>\n


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\u7b2c2\u7ae0 AI\u57fa\u7840<\/span><\/span><\/p>\n

\u7b2c3\u7ae0 \u89c6\u89c9\u7cfb\u7edf<\/span><\/span><\/p>\n

\u7b2c4\u7ae0 \u542c\u89c9\u7cfb\u7edf<\/span><\/span><\/p>\n

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\u7b2c8\u7ae0 \u60c5\u7eea<\/span><\/span><\/p>\n

\u7b2c9\u7ae0 \u8bed\u8a00<\/span><\/span><\/p>\n

\u7b2c10\u7ae0 \u7761\u7720\u4e0e\u68a6<\/span><\/span><\/p>\n

\u7b2c11\u7ae0 \u591a\u6a21\u6001\u795e\u7ecf\u4fe1\u53f7\u5904\u7406<\/span><\/span><\/p>\n

\u7b2c12\u7ae0 \u795e\u7ecf\u6570\u636e\u7684\u9884\u8bad\u7ec3\u6a21\u578b<\/span><\/span><\/p>\n

\u7b2c13\u7ae0 \u5927\u8111\u4e2d\u7684\u6f5c\u5728\u8868\u5f81<\/span><\/span><\/p>\n

\u7b2c14\u7ae0 \u795e\u7ecf\u79d1\u5b66\u4e2d\u7684\u751f\u6210\u6a21\u578b<\/span><\/span><\/p>\n

\u7b2c15\u7ae0 \u4eba\u5de5\u667a\u80fd\u8d4b\u80fd\u795e\u7ecf\u79d1\u5b66<\/span><\/span><\/p>\n

\u7b2c16\u7ae0 \u8111\u7f51\u7edc\u5efa\u6a21<\/span><\/span><\/p>\n

\u7b2c17\u7ae0 \u8111\u7ed3\u6784\u3001\u8111\u529f\u80fd\u3001\u884c\u4e3a\u7684\u5173\u7cfb<\/span><\/span><\/p>\n

\u7b2c18\u7ae0 \u6570\u5b57\u5b6a\u751f\u8111<\/span><\/span><\/p>\n

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\u5927\u8111\u7684\u667a\u80fd\u5e76\u975e\u6e90\u4e8e\u6709\u8ba1\u5212\u7684\u521b\u9020\uff0c\u800c\u662f\u6f2b\u957f\u8fdb\u5316\u7684\u7ed3\u679c\u3002\u8fdb\u5316\u7684\u8fc7\u7a0b\u5c31\u50cf\u4e00\u4f4d\u4e0d\u77e5\u75b2\u5026\u7684<\/span><\/span>\u201c<\/span><\/span>\u5320\u4eba<\/span><\/span>\u201d<\/span><\/span>\u4e0e\u4fee\u8865\uff0c\u5728\u770b\u4f3c\u65e0\u5e8f\u7684\u63a2\u7d22\u4e2d\u7d2f\u79ef\u51fa\u4e86\u60ca\u4eba\u7684\u590d\u6742\u6027\u4e0e\u9ad8\u6548\u6027\u3002\u5927\u8111\u7684\u529f\u80fd\u7ecf\u8fc7\u4ebf\u4e07\u5e74\u7684\u81ea\u7136\u9009\u62e9\uff0c\u88ab\u4f18\u5316\u4e3a\u9002\u5e94\u73af\u5883\u7684\u5b8c\u7f8e\u5de5\u5177\uff1a\u5b83\u80fd\u611f\u77e5\u5916\u754c\u3001\u5904\u7406\u4fe1\u606f\u3001\u9002\u5e94\u53d8\u5316\uff0c\u751a\u81f3\u5177\u5907\u62bd\u8c61\u601d\u7ef4\u7684\u80fd\u529b\u3002\u5176\u6838\u5fc3\u7279\u6027\u4e4b\u4e00<\/span><\/span>\u2014\u2014<\/span><\/span>\u795e\u7ecf\u5143\u7684\u5206\u5c42\u7ed3\u6784\u4e0e\u52a8\u6001\u8fde\u63a5\u673a\u5236<\/span><\/span>\u2014\u2014<\/span><\/span>\u4fbf\u662f\u8fd9\u79cd\u65e0\u76ee\u6807\u8fdb\u5316\u5e26\u6765\u7684\u5947\u5999\u8bbe\u8ba1[2]<\/span><\/span><\/span>\u3002\u6b63\u662f\u8fd9\u4e9b\u7279\u6027\uff0c\u4f7f\u5f97\u5927\u8111\u4e0d\u4ec5\u6210\u4e3a\u751f\u547d\u4f53\u5728\u590d\u6742\u73af\u5883\u4e2d\u751f\u5b58\u7684\u5173\u952e\uff0c\u540c\u65f6\u4e5f\u6210\u4e3a\u7814\u7a76\u667a\u80fd\u7684\u6700\u4f73\u6837\u672c\u3002<\/span><\/span><\/span><\/section>\n

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\u4e0e\u4eba\u8111\u667a\u80fd\u7684\u6f14\u5316\u8def\u5f84\u4e0d\u540c\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u8d77\u70b9\u662f\u660e\u786e\u7684\u76ee\u6807\u3002\u79d1\u5b66\u5bb6\u4eec\u7528\u9ad8\u5ea6\u5de5\u7a0b\u5316\u7684\u65b9\u5f0f\uff0c\u4ece\u5177\u4f53\u95ee\u9898\u51fa\u53d1\uff0c\u8bbe\u8ba1\u76ee\u6807\u51fd\u6570\uff0c\u4f18\u5316\u7b97\u6cd5\uff0c\u901a\u8fc7\u6570\u5b66\u4e0e\u8ba1\u7b97\u5de5\u5177\u8ba9\u4eba\u5de5\u667a\u80fd<\/span><\/span>\u201c<\/span><\/span>\u89e3\u51b3\u95ee\u9898<\/span><\/span>\u201d<\/span><\/span>\u3002\u4f8b\u5982\uff0c\u8fd1\u5e74\u6765\uff0c<\/span><\/span>AI<\/span><\/span>\u7684\u53d1\u5c55\u8d8a\u6765\u8d8a\u4f9d\u8d56\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\u548c\u8d85\u5927\u89c4\u6a21\u6a21\u578b\uff0c\u7c7b\u4f3c\u4e8e\u751f\u7269\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u795e\u7ecf\u5143\u6570\u91cf\u7684\u589e\u52a0\u4e0e\u5927\u8111\u4f53\u79ef\u7684\u6269\u5c55\u3002\u8fd9\u79cd\u89c4\u6a21\u5316\u7684\u6f14\u8fdb\uff0c\u4f7f\u5f97<\/span><\/span>AI<\/span><\/span>\u5728\u8ba1\u7b97\u80fd\u529b\u548c\u4fe1\u606f\u5904\u7406\u65b9\u5f0f\u4e0a\u9010\u6b65\u903c\u8fd1\u751f\u7269\u667a\u80fd\u7684\u590d\u6742\u6027\u3002\u6b64\u5916\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u5206\u5c42\u7ed3\u6784\u4e0e\u5927\u8111\u89c6\u89c9\u76ae\u5c42\u7684\u5c42\u7ea7\u5904\u7406\u65b9\u5f0f\u9ad8\u5ea6\u76f8\u4f3c[3]<\/span><\/span><\/span>\uff0c\u800c\u57fa\u4e8e<\/span><\/span>Transformer<\/span><\/span>\u7684\u5927\u6a21\u578b\u5728\u8868\u5f81\u5b66\u4e60\u4e0a\u7684\u8fdb\u6b65\uff0c\u4e5f\u5c55\u73b0\u51fa\u4e0e\u4eba\u7c7b\u8ba4\u77e5\u673a\u5236\u76f8\u547c\u5e94\u7684\u7279\u5f81[4]<\/span><\/span><\/span>\u3002\u8fd9\u4e9b\u76f8\u4f3c\u6027\u5e76\u975e\u6e90\u4e8e\u76f4\u63a5\u6a21\u4eff\uff0c\u800c\u662f\u667a\u80fd\u7cfb\u7edf\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u81ea\u7136\u6536\u655b\u51fa\u7684\u6709\u6548\u6a21\u5f0f\u3002<\/span><\/span><\/span><\/section>\n

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\u8fd9\u79cd\u73b0\u8c61\u53ef\u4ee5\u7528<\/span><\/span>\u201c<\/span><\/span>\u8d8b\u540c\u8fdb\u5316<\/span><\/span>\u201d<\/span><\/span>\u6765\u7c7b\u6bd4\u3002\u5728\u751f\u7269\u5b66\u4e2d\uff0c\u8d8b\u540c\u8fdb\u5316\u6307\u5b8c\u5168\u4e0d\u540c\u7684\u7269\u79cd\u5728\u7c7b\u4f3c\u73af\u5883\u4e2d\u72ec\u7acb\u8fdb\u5316\u51fa\u76f8\u4f3c\u7684\u7279\u5f81\u3002\u540c\u6837\uff0c\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u867d\u751f\u6210\u673a<\/span><\/span>\u5236\u8fe5\u7136\u4e0d\u540c\uff0c\u5374\u5728\u529f\u80fd\u5c42\u9762\u5c55\u73b0\u51fa\u4ee4\u4eba\u60ca\u53f9\u7684\u76f8\u4f3c\u6027\u3002\u5b83\u4eec\u90fd\u9762\u5bf9\u7740\u7c7b\u4f3c\u7684\u6311\u6218\uff1a\u5982\u4f55\u9ad8\u6548\u5904\u7406\u590d\u6742\u7684\u4fe1\u606f\uff0c\u5982\u4f55\u5feb\u901f\u9002\u5e94\u591a\u53d8\u7684\u73af\u5883\uff0c\u4ee5\u53ca\u5982\u4f55\u89e3\u51b3\u9ad8\u5ea6\u590d\u6742\u7684\u95ee\u9898\u3002\u6b63\u662f\u8fd9\u4e9b\u76f8\u4f3c\u7684\u529f\u80fd\u9700\u6c42\uff0c\u53ef\u80fd\u8ba9\u4e24\u8005\u4ee5\u5404\u81ea\u72ec\u7279\u7684\u8def\u5f84\uff0c\u8fbe\u6210\u4e86\u67d0\u79cd\u76f8\u8fd1\u7684\u7ed3\u679c\u3002\u8fd9\u79cd\u8d8b\u540c\u73b0\u8c61\u4e0d\u4ec5\u8ba9\u6211\u4eec\u770b\u5230\u81ea\u7136\u4e0e\u4eba\u5de5\u7684\u4ea4\u6c47\u70b9\uff0c\u4e5f\u4e3a\u8fdb\u4e00\u6b65\u63a2\u7d22\u667a\u80fd\u7684\u672c\u8d28\u4e0e\u8fb9\u754c\u63d0\u4f9b\u4e86\u5d2d\u65b0\u7684\u89c6\u89d2\u3002<\/span><\/span><\/span><\/section>\n

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\u5c55\u671b\u672a\u6765\uff0c\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u4ea4\u6c47\u5c06\u53ef\u80fd\u5e26\u6765\u6df1\u8fdc\u7684\u53d8\u9769\u3002\u4e00\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u5e2e\u52a9\u6211\u4eec\u66f4\u6df1\u5165\u5730\u7406\u89e3\u5927\u8111\u7684\u8fd0\u884c\u673a\u5236\uff0c\u4f8b\u5982\u901a\u8fc7\u8ba1\u7b97\u6a21\u578b\u6a21\u62df\u795e\u7ecf\u6d3b\u52a8\uff0c\u63ed\u793a\u590d\u6742\u8ba4\u77e5\u8fc7\u7a0b\u4e2d\u7684\u6df1\u5c42\u89c4\u5f8b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4eba\u8111\u7684\u590d\u6742\u6027\u4e0e\u7075\u6d3b\u6027\u4e5f\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u91cd\u8981\u7075\u611f\uff0c\u6bd4\u5982\u5982\u4f55\u8ba9<\/span><\/span>AI<\/span><\/span>\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684\u5b66\u4e60\u80fd\u529b\u4e0e\u52a8\u6001\u9002\u5e94\u6027\u3002\u8fd9\u79cd\u53cc\u5411\u542f\u53d1\u6b63\u5728\u63a8\u52a8\u4e00\u79cd<\/span><\/span>\u201c<\/span><\/span>\u667a\u80fd\u878d\u5408<\/span><\/span>\u201d<\/span><\/span>\u7684\u8d8b\u52bf\uff1a\u65e2\u662f\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7684\u4ea4\u6c47\uff0c\u4e5f\u662f\u81ea\u7136\u4e0e\u6280\u672f\u7684\u5bf9\u8bdd\u3002\u5728\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u72ec\u7279\u8def\u5f84\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u5f02\u540c\uff0c\u4ee5\u53ca\u5b83\u4eec\u5728\u672a\u6765\u5982\u4f55\u8d70\u5411\u878d\u5408\uff0c\u5171\u540c\u5851\u9020\u667a\u80fd\u53d1\u5c55\u7684\u65b0\u672a\u6765\u3002<\/span><\/span><\/span><\/section>\n

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<\/section>\n<\/section>\n<\/section>\n
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2. \u667a\u80fd\u7684\u8d77\u6e90\uff1a\u8fdb\u5316\u4e0e\u5de5\u7a0b\u5316<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span>2.1 <\/span><\/span><\/span><\/span>\u4eba\u8111\u667a\u80fd\u7684\u8fdb\u5316\u8def\u5f84<\/span><\/span><\/span><\/p>\n


<\/span><\/span><\/section>\n
\u4eba\u8111\u667a\u80fd\u7684\u5f62\u6210\u662f\u81ea\u7136\u8fdb\u5316\u7684\u4e00\u4e2a\u5947\u8ff9<\/span><\/span>\uff08\u56fe<\/span><\/span>1<\/span><\/span>\uff09<\/span><\/span>\u3002\u5b83\u5e76\u975e\u6e90\u4e8e\u6709\u610f\u7684\u8bbe\u8ba1\uff0c\u800c\u662f\u7ecf\u8fc7\u6570\u5341\u4ebf\u5e74\u7684\u81ea\u7136\u9009\u62e9\uff0c\u901a\u8fc7\u65e0\u6570\u6b21\u8bd5\u9519\u4e0e\u4f18\u5316\u9010\u6b65\u5f62\u6210\u7684\u7ed3\u679c\u3002\u79d1\u5b66\u7814\u7a76\u901a\u8fc7\u5316\u77f3\u8bb0\u5f55\u3001\u751f\u7269\u5b66\u89c2\u5bdf\u548c\u5206\u5b50\u751f\u7269\u5b66\u7684\u5206\u6790\uff0c\u9010\u6e10\u63ed\u793a\u4e86\u4eba\u8111\u667a\u80fd\u4ece\u7b80\u5355\u5230\u590d\u6742\u7684\u8fdb\u5316\u8def\u5f84\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u6700\u65e9\u7684\u795e\u7ecf\u7cfb\u7edf\u96cf\u5f62\u53ef\u4ee5\u8ffd\u6eaf\u5230<\/span><\/span>6<\/span><\/span>\u4ebf\u5e74\u524d\u7684\u5bd2\u6b66\u7eaa\u5927\u7206\u53d1\u65f6\u671f\uff0c\u5f53\u65f6\u7684\u591a\u7ec6\u80de\u751f\u7269\u9996\u6b21\u6f14\u5316\u51fa\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u4e8e\u611f\u77e5\u73af\u5883\u548c\u9a71\u52a8\u57fa\u672c\u884c\u4e3a<\/span><\/span>[5]<\/span><\/span><\/span><\/span>\u3002\u523a\u80de\u52a8\u7269<\/span>\uff08\u5982\u6c34\u6bcd\u548c\u6d77\u8475\uff09<\/span>\u662f\u8fd9\u79cd\u539f\u59cb\u795e\u7ecf\u7f51\u7edc\u7684\u73b0\u4ee3\u4ee3\u8868\uff0c\u5b83\u4eec\u7684\u795e\u7ecf\u7cfb\u7edf\u6ca1\u6709\u4e2d\u67a2\uff0c\u4ec5\u4f9d\u9760\u5206\u5e03\u5f0f\u7684\u795e\u7ecf\u5143\u7f51\u7edc\u534f\u8c03\u8fd0\u52a8\u548c\u53cd\u5e94<\/span><\/span>[6]<\/span><\/span><\/span><\/span>\u3002\u8fd9\u4e9b\u65e9\u671f\u795e\u7ecf\u7f51\u7edc\u7684\u5f62\u6210\u5e76\u975e\u51ed\u7a7a\u4ea7\u751f\uff0c\u800c\u662f\u57fa\u4e8e\u5355\u7ec6\u80de\u751f\u7269\u65e9\u5df2\u5b58\u5728\u7684\u5316\u5b66\u4fe1\u53f7\u4f20\u9012\u673a\u5236\u3002\u5355\u7ec6\u80de\u751f\u7269\u901a\u8fc7\u5206\u6ccc\u548c\u611f\u77e5\u5316\u5b66\u5206\u5b50\uff0c\u4e0e\u73af\u5883\u548c\u5176\u4ed6\u7ec6\u80de\u8fdb\u884c\u4ea4\u6d41\u7684\u80fd\u529b\uff0c\u4e3a\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u901a\u4fe1\u63d0\u4f9b\u4e86\u751f\u7269\u5b66\u57fa\u7840\u3002\u8fd9\u79cd\u4fe1\u53f7\u4f20\u9012\u673a\u5236\u5728\u591a\u7ec6\u80de\u751f\u7269\u4e2d\u9010\u6e10\u88ab\u6539\u9020\u548c\u4f18\u5316\uff0c\u6700\u7ec8\u6f14\u53d8\u4e3a\u65e9\u671f\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/span><\/span><\/span><\/section>\n

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\u968f\u7740\u751f\u547d\u5f62\u5f0f\u7684\u590d\u6742\u5316\uff0c\u795e\u7ecf\u7cfb\u7edf\u9010\u6e10\u53d1\u5c55\u51fa\u96c6\u4e2d\u5316\u7684\u63a7\u5236\u7ed3\u6784\uff0c\u5373\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u3002\u810a\u7d22\u52a8\u7269\u662f\u8fd9\u4e00\u8f6c\u53d8\u8fc7\u7a0b\u4e2d\u4e00\u4e2a\u5173\u952e\u7684\u9636\u6bb5\uff0c\u6587\u660c\u9c7c\u4f5c\u4e3a\u73b0\u4ee3\u810a\u7d22\u52a8\u7269\u7684\u5178\u578b\u4ee3\u8868\uff0c\u5176\u795e\u7ecf\u7ba1\u7ed3\u6784\u5c55\u793a\u4e86\u810a\u690e\u52a8\u7269\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u7684\u65e9\u671f\u72b6\u6001\u3002\u5316\u77f3\u8bc1\u636e\u663e\u793a\uff0c<\/span><\/span>5<\/span><\/span>\u4ebf\u5e74\u524d\u7684\u5934\u7532\u9c7c<\/span><\/span>\u7c7b\u5df2\u7ecf<\/span><\/span>\u5177\u5907\u4e86\u521d\u6b65\u7684\u5927\u8111\u5206\u533a\uff0c\u5305\u62ec\u524d\u8111\u3001\u4e2d\u8111\u548c\u540e\u8111<\/span><\/span>[7]<\/span><\/span><\/span><\/span>\u3002\u8fd9\u4e9b\u5206\u533a\u662f\u73b0\u4ee3\u810a\u690e\u52a8\u7269\u5927\u8111\u7684\u96cf\u5f62\uff0c\u6807\u5fd7\u7740\u795e\u7ecf\u4fe1\u53f7\u96c6\u4e2d\u5904\u7406\u80fd\u529b\u7684\u5f62\u6210\u3002\u7279\u522b\u662f\u524d\u8111\u7684\u6269\u5c55\u88ab\u8ba4\u4e3a\u662f\u751f\u7269\u4f53\u611f\u77e5\u548c\u9002\u5e94\u590d\u6742\u73af\u5883\u7684\u91cd\u8981\u4e00\u6b65\uff0c\u4f7f\u5f97\u751f\u7269\u80fd\u591f\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u884c\u4e3a\u51b3\u7b56\u3002<\/span><\/span><\/span><\/section>\n

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\u56fe<\/span><\/span><\/span>1 <\/span><\/span>\u751f\u7269\u8111\u7684\u8fdb\u5316<\/span><\/span><\/span><\/span><\/section>\n

\u54fa\u4e73\u52a8\u7269\u7684\u5927\u8111\u5728\u6b64\u57fa\u7840\u4e0a\u5b9e\u73b0\u4e86\u8fdb\u4e00\u6b65\u7684\u98de\u8dc3\uff0c\u6700\u663e\u8457\u7684\u53d8\u5316\u4f53\u73b0\u5728\u65b0\u76ae\u5c42\u7684\u5f62\u6210\u4e0e\u6269\u5c55\u4e0a<\/span><\/span>[8]<\/span><\/span><\/span><\/span>\u3002\u65b0\u76ae\u5c42\u662f\u4e00\u79cd\u9ad8\u5ea6<\/span><\/span>\u5c42\u7ea7\u5316<\/span><\/span>\u7684\u7ed3\u6784\uff0c\u8d1f\u8d23\u5904\u7406\u9ad8\u7ea7\u611f\u77e5\u3001\u62bd\u8c61\u601d\u7ef4\u548c\u793e\u4f1a\u884c\u4e3a\u3002\u79d1\u5b66\u7814\u7a76\u8868\u660e\uff0c\u65b0\u76ae\u5c42\u7684\u6269\u5c55\u4e0e\u54fa\u4e73\u52a8\u7269\u9700\u8981\u9002\u5e94\u591a\u6837\u5316\u73af\u5883\u7684\u9700\u6c42\u5bc6\u5207\u76f8\u5173\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u7814\u7a76\u6307\u51fa\uff0c\u54fa\u4e73\u52a8\u7269\u7956\u5148\u5728\u591c\u95f4\u6d3b\u52a8\u7684\u4e60\u6027\u53ef\u80fd\u63a8\u52a8\u4e86\u65b0\u76ae\u5c42\u4e2d\u89c6\u89c9\u548c\u542c\u89c9\u5904\u7406\u533a\u57df\u7684\u8fdb\u5316\uff0c\u4ee5<\/span><\/span>\u5e94\u5bf9\u4f4e<\/span><\/span>\u5149\u73af\u5883\u4e2d\u7684\u590d\u6742\u611f\u77e5\u9700\u6c42\u3002\u8fd9\u79cd\u6269\u5c55\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u54fa\u4e73\u52a8\u7269\u7684\u9002\u5e94\u80fd\u529b\uff0c\u4e5f\u4e3a\u540e\u6765\u7684\u7075\u957f\u7c7b\u548c\u4eba\u7c7b\u7684\u5927\u8111\u590d\u6742\u5316\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/span><\/span><\/span><\/section>\n

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\u5728\u4eba\u7c7b\u8eab\u4e0a\uff0c\u5927\u8111\u7684\u6f14\u5316\u5c55\u73b0\u4e86\u8fdb\u4e00\u6b65\u7684\u7279\u6b8a\u6027\u3002\u901a\u8fc7\u5316\u77f3\u8bb0\u5f55\u53ef\u4ee5\u770b\u5230\uff0c\u65e9\u671f\u4eba\u7c7b\u7684\u8111\u5bb9\u91cf\u5728<\/span><\/span>200<\/span><\/span>\u4e07\u5e74\u524d\u5f00\u59cb\u5feb\u901f\u589e\u957f\uff0c\u4f8b\u5982\u76f4\u7acb\u4eba\u7684\u8111\u5bb9\u91cf\u4ece\u7ea6<\/span><\/span>600<\/span><\/span> mL<\/span><\/span>\u589e\u957f\u5230\u73b0\u4ee3\u667a\u4eba\u7684<\/span><\/span>1400<\/span><\/span> mL<\/span><\/span>[9]<\/span><\/span><\/span><\/span>\u3002\u8fd9\u79cd\u589e\u957f\u4e0e\u590d\u6742\u5de5\u5177\u7684\u4f7f\u7528\u3001\u8bed\u8a00\u7684\u51fa\u73b0\u4ee5\u53ca\u793e\u4f1a\u7ec4\u7ec7\u7684\u6269\u5927\u5bc6\u5207\u76f8\u5173\u3002\u524d\u989d\u53f6\u76ae\u5c42\u7684\u6269\u5c55\u5c24\u5176\u91cd\u8981\uff0c\u5b83\u4e3a\u4eba\u7c7b\u7684\u8ba1\u5212\u80fd\u529b\u3001\u63a8\u7406\u80fd\u529b\u548c\u793e\u4f1a\u884c\u4e3a\u63d0\u4f9b\u4e86\u751f\u7269\u5b66\u57fa\u7840\u3002\u540c\u65f6\uff0c\u4eba\u7c7b\u5927\u8111\u7684\u9ad8\u80fd\u8017\u7279\u6027\u4e5f\u4f53\u73b0\u4e86\u8fdb\u5316\u4e2d\u7684<\/span><\/span>\u201c<\/span><\/span>\u6743\u8861\u9009\u62e9<\/span><\/span>\u201d<\/span><\/span>\u3002\u5c3d\u7ba1\u5927\u8111\u4ec5\u5360\u4eba\u4f53\u603b\u91cd\u91cf\u7684<\/span><\/span>2%<\/span><\/span>\uff0c\u5374\u6d88\u8017\u4e86\u5168\u8eab\u7ea6<\/span><\/span>20%<\/span><\/span>\u7684\u80fd\u91cf\u3002\u8fd9\u79cd\u80fd\u91cf\u5bc6\u96c6\u578b\u7ed3\u6784\u53ef\u80fd\u4e0e\u4eba\u7c7b\u98df\u7269\u6765\u6e90\u7684\u53d8\u5316\u6709\u5173\u3002\u4f8b\u5982\uff0c<\/span><\/span>\u201c<\/span><\/span>\u6602\u8d35\u7ec4\u7ec7\u5047\u8bf4<\/span><\/span>\u201d<\/span><\/span>\u8ba4\u4e3a\uff0c\u4eba\u7c7b\u901a\u8fc7\u51cf\u5c11\u6d88\u5316\u7cfb\u7edf\u7684\u80fd\u91cf\u5206\u914d<\/span>\uff08\u4f8b\u5982\u7f29\u77ed\u80a0\u9053\u957f\u5ea6\uff09<\/span>\uff0c\u4e3a\u5927\u8111\u7684\u5feb\u901f\u53d1\u5c55\u91ca\u653e\u4e86\u66f4\u591a\u80fd\u91cf\u3002\u5206\u5b50\u751f\u7269\u5b66\u7684\u7814\u7a76\u4e5f\u8fdb\u4e00\u6b65\u4e3a\u5927\u8111\u8fdb\u5316\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002\u4f8b\u5982\uff0c<\/span><\/span>FOXP2<\/span><\/span>\u57fa\u56e0\u88ab\u8ba4\u4e3a\u5728\u4eba\u7c7b\u8bed\u8a00\u80fd\u529b\u7684\u8fdb\u5316\u4e2d\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528<\/span><\/span>[10]<\/span><\/span><\/span><\/span>\u3002<\/span><\/span>\u901a\u8fc7\u6bd4\u8f83\u4eba\u7c7b\u548c\u9ed1\u7329\u7329\u7684\u57fa\u56e0\u7ec4\uff0c\u7814\u7a76\u8005\u53d1\u73b0<\/span><\/span>FOXP2<\/span><\/span>\u7684\u67d0\u4e9b\u7a81\u53d8\u4e0e\u8bed\u8a00\u76f8\u5173\u7684\u8111\u533a\u53d1\u80b2\u5bc6\u5207\u76f8\u5173\u3002\u540c\u6837\uff0c<\/span><\/span>ASPM<\/span><\/span>\u548c<\/span><\/span>MCPH1<\/span><\/span>\u7b49\u57fa\u56e0\u7684\u7a81\u53d8\u88ab\u8ba4\u4e3a\u662f\u4eba\u7c7b\u5927\u8111\u4f53\u79ef\u5feb\u901f\u6269\u5c55\u7684\u91cd\u8981\u5206\u5b50\u57fa\u7840\u3002\u8fd9\u4e9b\u9057\u4f20\u5b66\u7814\u7a76\u63ed\u793a\u4e86\u5927\u8111\u8fdb\u5316\u4e2d\u5173\u952e\u5206\u5b50\u673a\u5236\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u4e3a\u7406\u89e3\u590d\u6742\u667a\u80fd\u7684\u8d77\u6e90\u63d0\u4f9b\u4e86\u91cd\u8981\u7ebf\u7d22\u3002<\/span><\/span><\/span><\/section>\n

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\u4eba\u8111\u7684\u590d\u6742\u6027\u548c\u529f\u80fd\u6027\u5e38\u5e38\u8ba9\u4eba\u8bef\u4ee5\u4e3a\u5b83\u7684\u5f62\u6210\u662f\u4e00\u4e2a\u76ee\u6807\u660e\u786e\u7684\u8fc7\u7a0b\uff0c\u4eff\u4f5b\u8fdb\u5316\u7684\u65b9\u5411\u5c31\u662f\u8981\u521b\u9020\u51fa\u80fd\u591f\u8fdb\u884c\u62bd\u8c61\u601d\u7ef4\u548c\u590d\u6742\u4fe1\u606f\u5904\u7406\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u8fdb\u5316\u5e76\u6ca1\u6709\u4efb\u4f55\u9884\u8bbe\u7684\u76ee\u6807\uff0c\u5b83\u7684\u8fc7\u7a0b\u662f\u76f2\u76ee\u4e14\u5076\u7136\u7684\uff0c\u53ea\u662f\u901a\u8fc7\u81ea\u7136\u9009\u62e9\u4fdd\u7559\u4e0b\u4e86\u66f4\u9002\u5e94\u73af\u5883\u7684\u7279\u6027\uff0c\u800c\u8fd9\u4e9b\u7279\u6027\u5728\u957f\u671f\u79ef\u7d2f\u4e2d\u5c55\u73b0\u51fa\u4e86\u4ee4\u4eba\u60ca\u53f9\u7684\u590d\u6742\u6027\u3002\u6b63\u5982\u5f17\u6717\u7d22\u74e6<\/span><\/span>\u00b7<\/span><\/span>\u96c5\u5404\u5e03<\/span>\uff08<\/span><\/span>Fran\u00e7ois Jacob<\/span><\/span>\uff09<\/span>\u63d0\u51fa\u7684<\/span><\/span>\u201c<\/span><\/span>\u4fee\u4fee\u8865\u8865<\/span><\/span>\u201d<\/span><\/span>\uff08<\/span><\/span>t<\/span><\/span>inkering<\/span><\/span>\uff09<\/span>\u7406\u8bba\u6240\u63cf\u8ff0\u7684\uff0c\u751f\u7269\u7684\u6f14\u5316\u5e76\u4e0d\u50cf\u5de5\u7a0b\u5e08\u8bbe\u8ba1\u673a\u5668\u90a3\u6837\u4ece\u96f6\u5f00\u59cb\uff0c\u800c\u662f\u5229\u7528\u73b0\u6709\u7684\u6750\u6599\uff0c\u5728\u73af\u5883\u538b\u529b\u7684\u9a71\u52a8\u4e0b\u4e0d\u65ad\u8c03\u6574\u548c\u4f18\u5316\uff0c\u6700\u7ec8\u5f62\u6210\u4e86\u7cbe\u5999\u7684\u7ed3\u6784\u548c\u529f\u80fd<\/span><\/span>[11]<\/span><\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/section>\n

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\u5728<\/span><\/span>\u201c<\/span><\/span>\u4fee\u4fee\u8865\u8865<\/span><\/span>\u201d<\/span><\/span>\u7684\u8fdb\u5316\u8fc7\u7a0b\u4e2d\uff0c\u968f\u673a\u53d8\u5f02\u63d0\u4f9b\u4e86\u53d8\u5316\u7684\u57fa\u7840\uff0c\u800c\u81ea\u7136\u9009\u62e9\u5219\u662f\u51b3\u5b9a\u54ea\u4e9b\u53d8\u5f02\u80fd\u591f\u88ab\u4fdd\u7559\u7684\u6838\u5fc3\u673a\u5236\u3002\u8fd9\u4e00\u8fc7\u7a0b\u6ca1\u6709\u660e\u786e\u7684\u65b9\u5411\uff0c\u4e5f\u4e0d\u4f1a\u671d\u7740\u7279\u5b9a\u76ee\u6807\u8fc8\u8fdb\uff0c\u800c\u662f\u901a\u8fc7\u9002\u5e94\u6027\u7b5b\u9009\u9010\u6b65\u7d2f\u79ef\u6709\u5229\u7279\u6027\u3002\u4f8b\u5982\uff0c\u65e9\u671f\u52a8\u7269\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u5e76\u4e0d\u662f\u4e3a\u4e86\u672a\u6765\u7684\u590d\u6742\u8ba4\u77e5\u529f\u80fd\u800c\u4ea7\u751f\u7684\uff0c\u800c\u662f\u4e3a\u4e86\u5e94\u5bf9\u751f\u5b58\u4e2d\u7684\u76f4\u63a5\u9700\u6c42\uff0c\u5305\u62ec\u611f\u77e5\u73af\u5883\u4e2d\u7684\u5149\u3001\u5316\u5b66\u4fe1\u53f7\u6216\u673a\u68b0\u523a\u6fc0\u7b49\u3002\u8fd9\u4e9b\u57fa\u672c\u7684\u795e\u7ecf\u529f\u80fd\u9010\u6e10\u88ab\u6269\u5c55\u3001\u6539\u9020\uff0c\u5728\u4ebf\u4e07\u5e74\u7684\u6f14\u5316\u4e2d\u6f14\u53d8\u51fa\u4eca\u5929\u590d\u6742\u7684\u5927\u8111\u3002\u6bcf\u4e00\u6b65\u53d8\u5316\u90fd\u53d7\u5230\u5f53\u524d\u73af\u5883\u9700\u6c42\u7684\u9a71\u52a8\uff0c\u800c\u975e\u4e3a\u6700\u7ec8\u76ee\u6807\u8bbe\u8ba1\u3002<\/span><\/span><\/span><\/section>\n

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\u7136\u800c\uff0c\u5c3d\u7ba1\u8fdb\u5316\u662f\u65e0\u76ee\u6807\u7684\uff0c\u5927\u8111\u7684\u529f\u80fd\u5374\u8ba9\u4eba\u611f\u5230\u5b83\u4f3c\u4e4e\u8868\u73b0\u51fa\u67d0\u79cd<\/span><\/span>\u201c<\/span><\/span>\u9690\u6027\u76ee\u6807\u6027<\/span><\/span>\u201d<\/span><\/span>\u3002\u8fd9\u79cd\u9519\u89c9\u6e90\u4e8e\u81ea\u7136\u9009\u62e9\u7684\u4f18\u5316\u4f5c\u7528\uff0c\u5b83\u603b\u662f\u503e\u5411\u4e8e\u4fdd\u7559\u90a3\u4e9b\u5728\u7279\u5b9a\u73af\u5883\u4e2d\u5177\u5907\u4f18\u52bf\u7684\u7279\u6027\uff0c\u7ed3\u679c\u662f\u8bb8\u591a\u770b\u4f3c\u5b8c\u7f8e\u7684\u7ed3\u6784\u548c\u529f\u80fd\u88ab\u4fdd\u7559\u4e0b\u6765\u3002\u4f8b\u5982\uff0c\u4eba\u7c7b\u5927\u8111\u7684\u5206\u5c42\u7ed3\u6784\u548c\u5206\u5e03\u5f0f\u5904\u7406\u80fd\u529b\u5e76\u975e\u8bbe\u8ba1\u7684\u4ea7\u7269\uff0c\u4f46\u8fd9\u79cd\u7279\u6027\u6781\u5927\u5730\u63d0\u5347\u4e86\u5904\u7406\u4fe1\u606f\u7684\u6548\u7387\uff0c\u4f7f\u4eba\u7c7b\u80fd\u591f\u5728\u590d\u6742\u591a\u53d8\u7684\u73af\u5883\u4e2d\u5feb\u901f\u505a\u51fa\u51b3\u7b56\u3002\u4e8e\u662f\uff0c\u4ece\u529f\u80fd\u8868\u73b0\u7684\u89d2\u5ea6\u770b\uff0c\u5927\u8111\u7684\u8bb8\u591a\u7279\u6027\u4f3c\u4e4e\u662f\u5728\u4e3a\u9ad8\u6548\u8fd0\u8f6c\u800c<\/span><\/span>\u201c<\/span><\/span>\u8bbe\u8ba1<\/span><\/span>\u201d<\/span><\/span>\u7684\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u8fd9\u53ea\u662f\u6f2b\u957f\u8bd5\u9519\u8fc7\u7a0b\u7684\u610f\u5916\u6210\u679c\u3002<\/span><\/span><\/span><\/section>\n

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\u53e6\u5916\uff0c\u8fd9\u79cd<\/span><\/span>\u201c<\/span><\/span>\u76ee\u6807\u6027<\/span><\/span>\u201d<\/span><\/span>\u7684\u8868\u8c61\u4e5f\u5f97\u76ca\u4e8e\u73af\u5883\u9700\u6c42\u5bf9\u529f\u80fd\u7684\u8d8b\u540c\u5851\u9020\u3002\u5728\u751f\u7269\u5b66\u7684\u8d8b\u540c\u8fdb\u5316\u73b0\u8c61\u4e2d\uff0c\u4e0d\u540c\u7269\u79cd\u5728\u76f8\u4f3c\u7684\u73af\u5883\u538b\u529b\u4e0b\u53ef\u80fd\u72ec\u7acb\u8fdb\u5316\u51fa\u76f8\u4f3c\u7684\u529f\u80fd\u3002\u5982\u56fe<\/span><\/span>2<\/span><\/span>\u6240\u793a\uff0c\u9c7c\u7c7b\u3001\u6d77\u8c5a\u548c\u4f01\u9e45\u5728\u6c34\u4e2d\u6e38\u52a8\u65f6\u90fd\u8fdb\u5316\u51fa\u4e86\u6d41\u7ebf\u578b\u7684\u8eab\u4f53\uff0c\u5c3d\u7ba1\u5b83\u4eec\u7684\u7956\u5148\u548c\u8fdb\u5316\u8def\u5f84\u4e0d\u5b8c\u5168\u76f8\u540c\u3002\u540c\u6837\uff0c\u5927\u8111\u7684\u590d\u6742\u6027\u548c\u9ad8\u6548\u6027\u4e5f\u662f\u73af\u5883\u538b\u529b\u4e0b\u529f\u80fd\u8d8b\u540c\u7684\u7ed3\u679c\u3002\u4f8b\u5982\uff0c\u4e3a\u4e86\u66f4\u9ad8\u6548\u5730\u9002\u5e94\u590d\u6742\u73af\u5883\uff0c\u65e9\u671f\u54fa\u4e73\u52a8\u7269\u7684\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u6269\u5c55\u4e86\u611f\u77e5\u548c\u4fe1\u606f\u6574\u5408\u80fd\u529b\uff0c\u800c\u4eba\u7c7b\u5728\u793e\u4f1a\u9700\u6c42\u7684\u9a71\u52a8\u4e0b\u8fdb\u4e00\u6b65\u53d1\u5c55\u4e86\u8bed\u8a00\u3001\u5de5\u5177\u4f7f\u7528\u7b49\u80fd\u529b\u3002\u8fd9\u4e9b\u590d\u6742\u529f\u80fd\u5e76\u975e\u6709\u76ee\u7684\u7684\u8fdb\u5316\u7ed3\u679c\uff0c\u800c\u662f\u9002\u5e94\u9700\u6c42\u5728\u6f2b\u957f\u65f6\u95f4\u5185\u4e0d\u65ad\u7d2f\u79ef\u7684\u4ea7\u7269\u3002<\/span><\/span><\/span><\/section>\n

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\u6b63\u662f\u8fdb\u5316\u7684\u8fd9\u79cd<\/span><\/span>\u201c<\/span><\/span>\u4fee\u4fee\u8865\u8865<\/span><\/span>\u201d<\/span><\/span>\u7279\u6027\uff0c\u4f7f\u5f97\u5927\u8111\u7684\u8bb8\u591a\u529f\u80fd\u5efa\u7acb\u5728\u5bf9\u5df2\u6709\u7ed3\u6784<\/span><\/span>\u7684\u91cd\u65b0\u5229\u7528\u4e4b\u4e0a\uff0c\u800c\u975e\u5b8c\u5168\u91cd\u65b0\u8bbe\u8ba1\u3002\u4f8b\u5982\uff0c\u4eba\u7c7b\u7684\u8bed\u8a00\u80fd\u529b\u5e76\u975e\u7531\u5927\u8111\u4e13\u95e8\u4e3a\u8bed\u8a00\u8fdb\u5316\u51fa\u5168\u65b0\u7684\u533a\u57df\uff0c\u800c\u662f\u57fa\u4e8e\u65e9\u671f\u7528\u4e8e\u52a8\u4f5c\u89c4\u5212\u548c\u624b\u52bf\u4ea4\u6d41\u7684\u795e\u7ecf\u533a\u57df\uff0c\u5982\u5e03\u7f57\u5361\u533a\u548c\u97e6\u5c3c\u514b\u533a\u3002\u8fd9\u4e9b\u533a\u57df\u6700\u521d\u53ef\u80fd\u8d1f\u8d23\u63a7\u5236\u590d\u6742\u52a8\u4f5c\u548c\u58f0\u97f3\u8bc6\u522b\uff0c\u4f46\u968f\u7740\u8bed\u8a00\u4ea4\u6d41\u9700\u6c42\u7684\u589e\u52a0\uff0c\u5b83\u4eec\u88ab<\/span><\/span>\u201c<\/span><\/span>\u501f\u7528<\/span><\/span>\u201d<\/span><\/span>\u5e76\u8fdb\u4e00\u6b65\u6269\u5c55\uff0c\u6700\u7ec8\u5f62\u6210\u4e86\u652f\u6301\u590d\u6742\u8bed\u8a00\u52a0\u5de5\u7684\u529f\u80fd\u3002\u540c\u6837\uff0c\u6d77\u9a6c\u4f53\u539f\u672c\u53ef\u80fd\u4e3b\u8981\u7528\u4e8e\u7a7a\u95f4\u5bfc\u822a\u548c\u89c5\u98df\u884c\u4e3a\uff0c\u4f46\u968f\u7740\u8bb0\u5fc6\u9700\u6c42\u7684\u589e\u52a0\uff0c\u5176\u529f\u80fd\u9010\u6e10\u6269\u5c55\u4e3a\u5904\u7406\u60c5\u666f\u8bb0\u5fc6\u548c\u62bd\u8c61\u8bb0\u5fc6\u3002\u8fd9\u4e9b\u4f8b\u5b50\u663e\u793a\uff0c\u5927\u8111\u7684\u590d\u6742\u529f\u80fd\u5f80\u5f80\u6765\u6e90\u4e8e\u5bf9\u73b0\u6709\u7ed3\u6784\u7684\u7075\u6d3b\u8c03\u6574\uff0c\u800c\u4e0d\u662f\u76ee\u6807\u660e\u786e\u7684\u8bbe\u8ba1\uff0c\u8fd9\u6b63\u662f\u8fdb\u5316\u4e2d\u5076\u7136\u6027\u548c\u9002\u5e94\u6027\u7ed3\u5408\u7684\u4f53\u73b0\u3002<\/span><\/span><\/span><\/section>\n

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\u56fe<\/span><\/span><\/span>2 <\/span><\/span>\u6c34\u751f\u52a8\u7269\u7684\u8d8b\u540c\u8fdb\u5316<\/span><\/span><\/span><\/span><\/section>\n

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<\/span>2.<\/span><\/span>2 <\/span><\/span><\/span><\/span>\u4eba\u5de5\u667a\u80fd\u7684\u5de5\u7a0b\u5316\u8bbe\u8ba1\u8def\u5f84<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u8def\u5f84\u4e0e\u4eba\u8111\u667a\u80fd\u7684\u8fdb\u5316\u5f62\u6210\u4e86\u9c9c\u660e\u7684\u5bf9\u6bd4\u3002\u751f\u7269\u667a\u80fd\u662f\u81ea\u7136\u9009\u62e9\u5728\u6f2b\u957f\u7684\u8bd5\u9519\u8fc7\u7a0b\u4e2d\u9010\u6b65\u7d2f\u79ef\u7684\u7ed3\u679c\uff0c\u65e2\u65e0\u9884\u8bbe\u76ee\u6807\u4e5f<\/span><\/span>\u65e0\u5de5\u7a0b<\/span><\/span>\u89c4\u5212\uff1b\u800c\u4eba\u5de5\u667a\u80fd\u5219\u662f\u4eba\u7c7b\u8bbe\u8ba1\u548c\u5efa\u9020\u7684\u4ea7\u7269\uff0c\u4ee5\u660e\u786e\u7684\u76ee\u6807\u4e3a\u5bfc\u5411\uff0c\u901a\u8fc7\u6570\u5b66\u6a21\u578b\u548c\u5de5\u7a0b\u65b9\u6cd5\u7cbe\u786e\u4f18\u5316\u3002\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u8def\u5f84\u9ad8\u5ea6\u7cfb\u7edf\u5316\uff0c\u4f53\u73b0\u51fa\u5de5\u7a0b\u5b66\u7684\u7279\u5f81\uff1a\u4ece\u95ee\u9898\u7684<\/span><\/span>\u63d0\u51fa\u5230\u7cfb\u7edf\u7684\u5b9e\u73b0\uff0c\u59cb\u7ec8\u56f4\u7ed5\u7740\u529f\u80fd\u9700\u6c42\u5c55\u5f00\u3002\u6b63\u56e0\u5982\u6b64\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u6548\u7387\u8fdc\u9ad8\u4e8e\u751f\u7269\u8fdb\u5316\uff0c\u5b83\u5728\u77ed\u77ed\u51e0\u5341\u5e74\u5185\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6280\u672f\u7a81\u7834\u3002\u8fd9\u79cd\u76ee\u6807\u9a71\u52a8\u3001\u5de5\u7a0b\u5316\u7684\u7279\u6027\u4e0d\u4ec5\u5851\u9020\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u8fc7\u7a0b\uff0c\u4e5f\u51b3\u5b9a\u4e86\u5176\u4e0e\u4eba\u8111\u667a\u80fd\u7684\u672c\u8d28\u5dee\u5f02\u3002<\/span><\/span><\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u7684\u65e9\u671f\u53d1\u5c55\u4e3b\u8981\u4ee5\u7b26\u53f7\u4e3b\u4e49\u4e3a\u6838\u5fc3\uff0c\u8bd5\u56fe\u901a\u8fc7\u903b\u8f91\u548c\u89c4\u5219\u6a21\u62df\u4eba\u7c7b\u7684\u63a8\u7406\u80fd\u529b<\/span><\/span>[12]<\/span><\/span><\/span><\/span>\u3002<\/span><\/span>20<\/span><\/span>\u4e16\u7eaa<\/span><\/span>50<\/span><\/span>\u5e74\u4ee3\uff0c\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6784\u5efa\u4e86\u57fa\u4e8e\u7b26\u53f7\u64cd\u4f5c\u7684\u7cfb\u7edf\uff0c\u5982\u4e13\u5bb6\u7cfb\u7edf<\/span><\/span>MYCIN<\/span><\/span>\u548c<\/span><\/span>DENDRAL<\/span><\/span>\uff0c\u5206\u522b\u7528\u4e8e\u533b\u5b66\u8bca\u65ad\u548c\u5316\u5b66\u5206\u5b50\u7ed3\u6784\u63a8\u65ad\u3002\u5b83\u4eec\u4f9d\u8d56\u660e\u786e\u7684\u89c4\u5219\u8fdb\u884c\u63a8\u7406\uff0c\u4f53\u73b0\u4e86\u4eba\u5de5\u667a\u80fd\u76ee\u6807\u660e\u786e\u3001\u5de5\u7a0b\u53ef\u63a7\u7684\u7279\u6027\u3002\u7136\u800c\uff0c\u7b26\u53f7\u4e3b\u4e49\u7684\u5c40\u9650\u6027\u5f88\u5feb\u663e\u73b0\uff0c\u89c4\u5219\u7cfb\u7edf\u4e25\u91cd\u4f9d\u8d56\u9886\u57df\u4e13\u5bb6\u7684\u77e5\u8bc6\u7f16\u7801\uff0c\u9762\u5bf9\u590d\u6742\u3001\u4e0d\u786e\u5b9a\u7684\u95ee\u9898\u65f6\u96be\u4ee5\u6269\u5c55\uff0c\u4f8b\u5982<\/span><\/span>MYCIN<\/span><\/span>\u65e0\u6cd5\u5e94\u5bf9\u77e5\u8bc6\u89c4\u5219\u4e4b\u5916\u7684\u65b0\u75c5\u75c7\u6216\u6a21\u7cca\u8f93\u5165\uff0c\u8fd9\u4fc3\u4f7f\u4eba\u5de5\u667a\u80fd\u9010\u6b65\u4ece\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u8f6c\u5411\u66f4\u4e3a\u7075\u6d3b\u7684\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u3002<\/span><\/span>20<\/span><\/span>\u4e16\u7eaa<\/span><\/span>80<\/span><\/span>\u5230<\/span><\/span>90<\/span><\/span>\u5e74\u4ee3\uff0c\u4eba\u5de5\u667a\u80fd\u8fdb\u5165<\/span><\/span>\u201c<\/span><\/span>\u6570\u636e\u9a71\u52a8<\/span><\/span>\u201d<\/span><\/span>\u9636\u6bb5\uff0c\u673a\u5668\u5b66\u4e60\u6280\u672f\u9010\u6e10\u53d6\u4ee3\u7b26\u53f7\u4e3b\u4e49\uff0c\u5176\u6838\u5fc3\u7406\u5ff5\u662f\u8ba9\u7cfb\u7edf\u4ece\u6570\u636e\u4e2d\u81ea\u52a8\u63d0\u53d6\u89c4\u5f8b\uff0c\u800c\u975e\u4f9d\u8d56\u624b\u5de5\u7f16\u7801\u7684\u89c4\u5219\u3002\u652f\u6301\u5411\u91cf\u673a<\/span>\uff08<\/span><\/span>SVM<\/span><\/span>\uff09<\/span>\u548c\u968f\u673a\u68ee\u6797\u7b49\u6a21\u578b\u5728\u8fd9\u4e00\u9636\u6bb5\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528<\/span><\/span>[13]<\/span><\/span><\/span><\/span>\uff0c<\/span><\/span>SVM<\/span><\/span>\u64c5\u957f\u5206\u7c7b\u4efb\u52a1\uff0c\u800c\u968f\u673a\u68ee\u6797\u5229\u7528\u591a\u68f5\u51b3\u7b56\u6811\u7684\u6295\u7968\u673a\u5236\u63d0\u9ad8\u9c81\u68d2\u6027\u548c\u7cbe\u5ea6\u3002\u673a\u5668\u5b66\u4e60\u7684\u5174\u8d77\u5f97\u76ca\u4e8e\u76ee\u6807\u51fd\u6570\u4f18\u5316\u601d\u60f3\u7684\u5f15\u5165\uff0c\u4f8b\u5982\u6700\u5c0f\u5316\u5206\u7c7b\u9519\u8bef\u7387\u6216\u6700\u5927\u5316\u9884\u6d4b\u51c6\u786e\u5ea6\uff0c\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u7684\u5e7f\u6cdb\u5e94\u7528\u63d0\u5347\u4e86\u4f18\u5316\u6548\u7387\uff0c\u5c24\u5176\u5728\u5904\u7406\u9ad8\u7ef4\u6570\u636e<\/span><\/span>\u65f6\u4f18\u52bf<\/span><\/span>\u660e\u663e<\/span><\/span>[14]<\/span><\/span><\/span><\/span>\u3002\u8fd9\u4e00\u65f6\u671f\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u901a\u8fc7\u6570\u636e\u3001\u7b97\u6cd5\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u7ed3\u5408\uff0c\u5feb\u901f\u9002\u5e94\u4e0d\u540c\u5e94\u7528\u573a\u666f\uff0c\u5e76\u5728\u4efb\u52a1\u6027\u80fd\u4e0a\u6301\u7eed\u63d0\u5347\u3002\u8fdb\u5165<\/span><\/span>21<\/span><\/span>\u4e16\u7eaa\uff0c\u6df1\u5ea6\u5b66\u4e60\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u8fdb\u5165\u65b0\u7eaa\u5143\uff0c\u57fa\u4e8e\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u901a\u8fc7\u5c42\u7ea7\u62bd\u8c61\u63d0\u53d6\u6570\u636e\u7684\u9ad8\u7ef4\u7279\u5f81\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/span><\/span>CNN<\/span><\/span>\u901a\u8fc7\u5377\u79ef\u548c\u6c60\u5316\u64cd\u4f5c\uff0c\u5728\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u7b49\u4efb\u52a1\u4e2d\u53d6\u5f97\u7a81\u7834\uff0c\u4f8b\u5982<\/span><\/span>ImageNet<\/span><\/span>\u5927\u8d5b\u4e0a\u7684\u9ad8\u7cbe\u5ea6\u8bc6\u522b\u6210\u679c\u3002\u540c\u6837\uff0c<\/span><\/span>RNN<\/span><\/span>\u53ca\u5176\u53d8\u4f53<\/span>\uff08\u5982<\/span><\/span>LSTM<\/span><\/span>\uff09<\/span>\u5728\u8bed\u97f3\u8bc6\u522b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u65f6\u95f4\u5e8f\u5217\u4efb\u52a1\u4e0a\u5c55\u73b0\u4e86\u5f3a\u5927\u80fd\u529b\u3002\u8fd1\u5e74\u6765\uff0c<\/span><\/span>Transformer<\/span><\/span>\u7ed3\u6784\u7684\u63d0\u51fa\u63a8\u52a8\u4e86\u57fa\u7840\u5927\u6a21\u578b\u7684\u53d1\u5c55\uff0c<\/span><\/span>GPT<\/span><\/span>\u3001<\/span><\/span>BERT<\/span><\/span>\u7b49\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u6a21\u578b\u663e\u8457\u63d0\u5347\u4e86\u8bed\u8a00\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u5e76\u5c55\u73b0\u51fa<\/span><\/span>\u201c<\/span><\/span>\u667a\u80fd\u6d8c\u73b0<\/span><\/span>\u201d<\/span><\/span>\u73b0\u8c61\uff0c\u5373\u968f\u7740\u53c2\u6570\u89c4\u6a21\u589e\u957f\uff0c\u6a21\u578b\u7684\u591a\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u663e\u8457\u589e\u5f3a[15]<\/span><\/span><\/span>\u3002<\/span><\/span>Scaling Law<\/span><\/span>\u7814\u7a76\u8868\u660e\uff0c\u589e\u52a0\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u53ef\u5e26\u6765\u6027\u80fd\u7684\u7a33\u5b9a\u63d0\u5347\uff0c\u8fd9\u4e00\u8d8b\u52bf\u5728<\/span><\/span>GPT-3<\/span><\/span>\u3001<\/span><\/span>PaLM<\/span><\/span>\u7b49\u5927\u6a21\u578b\u4e2d\u5f97\u5230\u9a8c\u8bc1[16]<\/span><\/span><\/span>\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u53d7\u5230\u751f\u7269\u795e\u7ecf\u7f51\u7edc\u7684\u542f\u53d1\uff0c\u4f46\u5b83\u4eec\u5b8c\u5168\u4f9d\u8d56\u6570\u5b66\u4f18\u5316\u548c\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\uff0c\u4f53\u73b0\u51fa\u5f3a\u70c8\u7684\u5de5\u7a0b\u5316\u7279\u6027\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u5757\u5316\u662f\u5176\u5de5\u7a0b\u7279\u6027\u7684\u6838\u5fc3\u4f53\u73b0<\/span><\/span>\uff08\u56fe<\/span><\/span>3<\/span><\/span>\uff09<\/span><\/span>\u3002\u4e0e\u751f\u7269\u667a\u80fd\u4e2d\u590d\u6742\u7cfb\u7edf\u901a\u8fc7\u957f\u65f6\u95f4\u79ef\u7d2f\u9010\u6b65\u4f18\u5316\u7684<\/span><\/span>\u201c<\/span><\/span>\u4fee\u4fee\u8865\u8865<\/span><\/span>\u201d<\/span><\/span>\u65b9\u5f0f\u4e0d\u540c\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u901a\u5e38\u88ab\u4ece\u4e00\u5f00\u59cb\u5c31\u8bbe\u8ba1\u4e3a\u591a\u4e2a\u529f\u80fd\u660e\u786e\u7684\u6a21\u5757\uff0c\u6bcf\u4e2a\u6a21\u5757\u72ec\u7acb\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u8bbe\u8ba1\u4e0d\u4ec5\u63d0\u5347\u4e86\u5f00\u53d1\u6548\u7387\uff0c\u8fd8\u4f7f\u5f97\u7cfb\u7edf\u529f\u80fd\u7684\u6269\u5c55\u548c\u7ef4\u62a4\u66f4\u52a0\u65b9\u4fbf\u3002\u4f8b\u5982\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7cfb\u7edf\u901a\u5e38\u5305\u62ec\u5206\u8bcd\u3001\u53e5\u6cd5\u5206\u6790\u3001\u8bed\u4e49\u7406\u89e3\u548c\u6587\u672c\u751f\u6210\u7b49\u591a\u4e2a\u6a21\u5757\uff0c\u6bcf\u4e00\u90e8\u5206\u90fd\u53ef\u4ee5\u88ab\u5355\u72ec\u4f18\u5316\u6216\u66ff\u6362\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u8bbe\u8ba1\u4e0d\u4ec5\u5141\u8bb8\u4e0d\u540c\u6a21\u5757\u76f8<\/span><\/span>\u5bf9\u72ec\u7acb\u5730\u8fd0\u884c\uff0c\u8fd8\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5c06\u7cfb\u7edf\u7684\u5404\u4e2a\u90e8\u5206\u50cf\u62fc\u63a5\u79ef\u6728\u4e00\u6837\u91cd\u65b0\u7ec4\u5408\u7684\u7075\u6d3b\u6027\uff0c\u4ece\u800c\u5feb\u901f\u9002\u5e94\u4e0d\u540c\u5e94\u7528\u573a\u666f\u3002\u6a21\u5757\u5316\u8bbe\u8ba1\u80cc\u540e\u7684\u5de5\u7a0b\u903b\u8f91\u5f3a\u8c03\u7684\u662f\u529f\u80fd\u7684\u6e05\u6670\u5206\u89e3\u4e0e\u5b9e\u73b0\u53ef\u63a7\u6027\uff0c\u8fd9\u79cd\u8bbe\u8ba1\u65b9\u5f0f\u5df2\u7ecf\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9ad8\u6548\u53d1\u5c55\u7684\u91cd\u8981\u57fa\u7840\u3002<\/span><\/span><\/span><\/section>\n

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<\/span>3<\/span><\/span><\/span><\/span><\/span>\u4eba\u5de5\u667a\u80fd\u7684\u6a21\u5757\u5316\u8bbe\u8ba1<\/span><\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u4ee5\u6a21\u5757\u5316\u8bbe\u8ba1\u63a8\u52a8\u4e86\u5feb\u901f\u53d1\u5c55\uff0c\u5176\u8fd0\u884c\u8868\u73b0\u5374\u5c55\u73b0\u51fa\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u590d\u6742\u6027\u548c\u4e0d\u53ef\u9884\u6d4b\u6027\u3002\u5728\u5bf9\u6297\u6027\u6837\u672c\u7684\u7814\u7a76\u4e2d\uff0c\u8fd9\u79cd\u590d\u6742\u6027\u5c24\u4e3a\u660e\u663e\u3002\u5fae\u5c0f\u7684\u8f93\u5165\u6270\u52a8\u53ef\u4ee5\u5bfc\u81f4\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8f93\u51fa\u5b8c\u5168\u9519\u8bef\u7684\u7ed3\u679c\uff0c\u5373\u4f7f\u8fd9\u4e9b\u6270\u52a8\u5bf9\u4eba\u7c7b\u6765\u8bf4\u5b8c\u5168\u4e0d\u53ef\u5bdf\u89c9<\/span><\/span>[17]<\/span><\/span><\/span><\/span>\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5728\u56fe\u50cf\u4e0a\u6dfb\u52a0\u8089\u773c\u65e0\u6cd5\u533a\u5206\u7684\u566a\u58f0\u7684\u5bf9\u6297\u6027\u6837\u672c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5206\u7c7b\u6a21\u578b\u5c06\u4e00\u5f20<\/span><\/span>\u201c<\/span><\/span>\u718a\u732b<\/span><\/span>\u201d<\/span><\/span>\u7684\u56fe\u50cf\u8bef\u5224\u4e3a<\/span><\/span>\u201c<\/span><\/span>\u957f\u81c2\u733f<\/span><\/span>\u201d<\/span><\/span>\u3002\u8fd9\u4e00\u73b0\u8c61\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u6027\u80fd\u4e0d\u4ec5\u4f9d\u8d56\u4e8e\u8bbe\u8ba1\u76ee\u6807\uff0c\u8fd8\u6df1\u53d7\u6570\u636e\u8d28\u91cf\u548c\u8f93\u5165\u53d8\u5316\u7684\u5f71\u54cd\u3002\u8fd9\u79cd\u654f\u611f\u6027\u548c\u8106\u5f31\u6027\u63ed\u793a\u4e86\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728\u9762\u5bf9\u975e\u7406\u60f3\u8f93\u5165\u65f6\u7684\u5c40\u9650\uff0c\u4e5f\u8868\u660e\u5176\u884c\u4e3a\u5e76\u975e\u5b8c\u5168\u53ef\u63a7\u3002<\/span><\/span><\/span><\/section>\n

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\u53e6\u4e00\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u590d\u6742\u6027\u8fd8\u4f53\u73b0\u5728\u5176\u4e0e\u52a8\u6001\u73af\u5883\u7684\u4ea4\u4e92\u4e2d\u3002\u4f8b\u5982\uff0c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u5e38\u4f1a\u5728\u52a8\u6001\u73af\u5883\u4e2d<\/span><\/span>\u201c<\/span><\/span>\u53d1\u73b0<\/span><\/span>\u201d<\/span><\/span>\u4f18\u5316\u7b56\u7565\uff0c\u8fd9\u4e9b\u7b56\u7565\u6709\u65f6\u53ef\u80fd\u4e0e\u8bbe\u8ba1\u8005\u7684\u76ee\u6807\u4e00\u81f4\uff0c\u4f46\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u53ef\u80fd\u8868\u73b0\u51fa\u8fdd\u80cc\u8bbe\u8ba1\u521d\u8877\u7684\u884c\u4e3a\u3002\u7ecf\u5178\u7684\u4f8b\u5b50\u5305\u62ec\u67d0\u4e9b\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u6e38\u620f\u8bad\u7ec3\u4e2d<\/span><\/span>\u201c<\/span><\/span>\u4f5c\u5f0a<\/span><\/span>\u201d<\/span><\/span>\uff0c\u5b83\u4eec\u4e0d\u662f\u6309\u7167\u8bbe\u8ba1\u8005\u9884\u671f\u7684\u65b9\u5f0f\u4f18\u5316\u7b56\u7565\uff0c\u800c\u662f\u901a\u8fc7\u4e0d\u5bfb\u5e38\u7684\u8def\u5f84\u5b9e\u73b0\u4e86\u76ee\u6807\uff0c\u4f8b\u5982\u5229\u7528\u73af\u5883\u4e2d\u7684\u6f0f\u6d1e\u6216\u6a21\u578b\u81ea\u8eab\u7684\u7f3a\u9677\u3002\u8fd9\u79cd\u590d\u6742\u6027\u5e76\u975e\u7cfb\u7edf\u8bbe\u8ba1\u7684\u76f4\u63a5\u7ed3\u679c\uff0c\u800c\u662f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728\u4e0e\u73af\u5883\u548c\u6570\u636e\u7684\u957f\u671f<\/span><\/span>\u4ea4\u4e92\u4e2d<\/span><\/span>\u81ea\u7136\u6d8c\u73b0\u7684\u7279\u6027\u3002<\/span><\/span><\/span><\/section>\n

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\u6a21\u5757\u5316\u548c\u9ad8\u6548\u8fed\u4ee3\u662f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u4f18\u52bf\uff0c\u4f46\u4e5f\u51f8\u663e\u4e86\u5176\u72ec\u7279\u7684\u5c40\u9650\u6027\u3002\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u8868\u73b0\u9ad8\u5ea6\u4f9d\u8d56\u5f00\u53d1\u8005\u7684\u76ee\u6807\u5b9a\u4e49\u548c\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u7684\u4f18\u5316\u76ee\u6807\u662f\u6700\u5927\u5316\u70b9\u51fb\u7387\uff0c\u4f46\u5982\u679c\u76ee\u6807\u51fd\u6570\u672a\u80fd\u6b63\u786e\u6db5\u76d6\u7528\u6237\u7684\u957f\u671f\u6ee1\u610f\u5ea6\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u5f15\u5bfc\u7528\u6237\u9677\u5165<\/span><\/span>\u201c<\/span><\/span>\u70b9\u51fb\u8bf1\u5bfc<\/span><\/span>\u201d<\/span><\/span>\u7684\u77ed\u671f\u884c\u4e3a\u5faa\u73af\u3002\u540c\u6837\uff0c\u5728\u672a\u77e5\u73af\u5883\u4e2d\uff0c\u7f3a\u4e4f\u5bf9\u65b0\u6570\u636e\u548c\u52a8\u6001\u53d8\u5316\u7684\u9002\u5e94\u80fd\u529b\u662f\u4eba\u5de5\u667a\u80fd\u7684\u53e6\u4e00\u4e2a\u74f6\u9888\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c<\/span><\/span>\u751f\u7269\u667a\u80fd\u901a\u8fc7\u6f2b\u957f\u7684\u8fdb\u5316\u79ef\u7d2f\u548c\u73af\u5883\u9002\u5e94\uff0c\u5f62\u6210\u4e86\u66f4\u5177\u5f39\u6027\u548c\u7075\u6d3b\u6027\u7684\u5e94\u5bf9\u673a\u5236\u3002\u8fd9\u79cd\u5dee\u5f02\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u5de5\u5177\uff0c\u80fd\u591f\u5feb\u901f\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\uff0c\u4f46\u5728\u9762\u5bf9\u590d\u6742\u3001\u591a\u53d8\u7684\u60c5\u5883\u65f6\uff0c\u5176\u9002\u5e94\u6027\u8fdc\u900a\u4e8e\u751f\u7269\u667a\u80fd\u3002<\/span><\/span><\/span><\/section>\n

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\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u7684\u5c40\u9650\u6027\u663e\u800c\u6613\u89c1\uff0c\u4f46\u5b83\u4e3a\u7406\u89e3\u667a\u80fd\u7684\u672c\u8d28\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89c6\u89d2\uff0c\u4e5f\u4e3a\u672a\u6765\u667a\u80fd\u5f62\u5f0f\u7684\u63a2\u7d22\u6307\u660e\u4e86\u65b9\u5411\u3002\u76ee\u6807\u9a71\u52a8\u3001\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u5de5\u5177<\/span><\/span>\u5316\u5f00\u53d1<\/span><\/span>\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u8fc5\u901f\u3001\u9ad8\u6548\uff0c\u5e76\u5c55\u73b0\u51fa\u6781\u9ad8\u7684\u53ef\u63a7\u6027\u3002\u7136\u800c\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u548c\u5bf9\u6570\u636e\u7684\u5f3a\u4f9d\u8d56\u4e5f\u8868\u660e\uff0c\u4ec5\u9760\u5de5\u7a0b\u5316\u8bbe\u8ba1\u5e76\u4e0d\u8db3\u4ee5\u5b9e\u73b0\u5168\u9762\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u5728\u672a\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u6216\u5c06\u6df1\u5ea6\u501f\u9274\u751f\u7269\u667a\u80fd\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\uff0c\u7279\u522b\u662f\u5728\u591a\u4efb\u52a1\u5904\u7406\u548c\u77e5\u8bc6\u8fc1\u79fb\u6cdb\u5316\u7b49\u5173\u952e\u80fd\u529b\u65b9\u9762\u3002\u6b64\u5916\uff0c\u53cc\u5411<\/span><\/span>\u8111\u673a\u63a5\u53e3<\/span><\/span>\u6280\u672f\u901a\u8fc7\u5c06\u751f\u7269\u5927\u8111\u4e0e\u4eba\u5de5\u7cfb\u7edf\u8fde\u63a5\uff0c\u4e3a\u5b9e\u73b0\u751f\u7269\u667a\u80fd\u4e0e\u4eba\u5de5\u7cfb\u7edf\u7684\u534f\u540c\u8fdb\u5316\u63d0\u4f9b\u4e86\u6f5c\u5728\u901a\u8def\u3002<\/span><\/span><\/span><\/section>\n

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2.<\/span><\/span>3 <\/span><\/span><\/span><\/span>\u8fdb\u5316\u4e0e\u5de5\u7a0b\u5316\u7684\u8d8b\u540c<\/span><\/span><\/span><\/section>\n

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\u4eba\u8111\u667a\u80fd\u7684\u8fdb\u5316\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5de5\u7a0b\u5316\u8bbe\u8ba1\u4ee3\u8868\u4e86\u81ea\u7136\u4e0e\u4eba\u4e3a\u4e24\u79cd\u622a\u7136\u4e0d\u540c\u7684\u667a\u80fd\u751f\u6210\u8def\u5f84\u3002\u4f46\u5bf9\u6bd4\u4e24\u8005\u7684\u5f02\u540c\uff0c\u867d\u7136\u8def\u5f84\u4e0d\u4e00\u6837\uff0c\u4f46\u5176\u5c55\u73b0\u51fa\u6765\u7684\u667a\u80fd\u5316\u7ed3\u679c\uff0c\u5448\u73b0\u51fa\u60ca\u4eba\u7684\u76f8\u4f3c\u6027\u3002<\/span><\/span><\/span><\/section>\n

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\u4eba\u8111\u667a\u80fd\u662f\u81ea\u7136\u9009\u62e9\u7684\u4ea7\u7269\uff0c\u5176\u5f62\u6210\u8fc7\u7a0b\u6f2b\u957f\u4e14\u76f2\u76ee\u3002\u8fdb\u5316\u5e76\u6ca1\u6709\u660e\u786e\u7684\u76ee\u6807\uff0c\u800c\u662f\u901a\u8fc7\u968f\u673a\u7a81\u53d8\u4e0e\u81ea\u7136\u9009\u62e9\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u9010\u6b65\u7d2f\u79ef\u9002\u5e94\u73af\u5883\u7684\u7279\u6027\u3002\u8fd9\u79cd\u65e0\u76ee\u7684\u7684<\/span><\/span>\u201c<\/span><\/span>\u4fee\u4fee\u8865\u8865<\/span><\/span>\u201d<\/span><\/span>\u6a21\u5f0f\u4f7f\u5f97\u5927\u8111\u7684\u590d\u6742\u6027\u548c\u529f\u80fd\u6027\u5efa\u7acb\u5728\u5df2\u6709\u7ed3\u6784\u7684\u9010\u6b65\u4f18\u5316\u548c\u91cd\u65b0\u5229\u7528\u4e4b\u4e0a[11]<\/span><\/span><\/span>\u3002\u4eba\u8111\u667a\u80fd\u7684\u8bb8\u591a\u529f\u80fd\u5e76\u975e\u4e13\u95e8\u4e3a\u5f53\u524d\u7684\u590d\u6742\u8ba4\u77e5\u4efb\u52a1\u800c\u6f14\u5316\uff0c\u800c\u662f\u4ece\u66f4\u57fa\u672c\u7684\u751f\u5b58\u9700\u6c42\u4e2d\u9010\u6b65\u6269\u5c55\u800c\u6765\u3002\u4f8b\u5982\uff0c\u5927\u8111\u7684\u795e\u7ecf\u7f51\u7edc\u6700\u65e9\u53ef\u80fd\u4ec5\u7528\u4e8e\u611f\u77e5\u548c\u53cd\u5e94\uff0c\u4f46\u5728\u6f2b\u957f\u7684\u8fdb\u5316\u4e2d\uff0c\u8fd9\u4e9b\u57fa\u7840\u529f\u80fd\u88ab\u4e0d\u65ad\u53e0\u52a0\u548c\u6539\u9020\uff0c\u6700\u7ec8\u5f62\u6210\u652f\u6301\u62bd\u8c61\u601d\u7ef4\u548c\u9ad8\u7ea7\u8ba4\u77e5\u7684\u590d\u6742\u7cfb\u7edf\u3002<\/span><\/span><\/span><\/section>\n

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\u4e0e\u6b64\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u7684\u662f\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u5b8c\u5168\u662f\u76ee\u6807\u5bfc\u5411\u7684\u3002\u4eba\u7c7b\u901a\u8fc7\u660e\u786e\u7684\u95ee\u9898\u5b9a\u4e49\uff0c\u4ece\u7b26\u53f7\u64cd\u4f5c\u5230\u7edf\u8ba1\u5b66\u4e60\uff0c\u518d\u5230\u6df1\u5ea6\u5b66\u4e60\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u59cb\u7ec8\u56f4\u7ed5\u7740<\/span><\/span>\u201c<\/span><\/span>\u89e3\u51b3\u7279\u5b9a\u4efb\u52a1<\/span><\/span>\u201d<\/span><\/span>\u7684\u6838\u5fc3\u5c55\u5f00\u3002\u5176\u5de5\u7a0b\u5316\u8def\u5f84\u8868\u73b0\u51fa\u9ad8\u5ea6\u7cfb\u7edf\u5316\u7684\u7279\u5f81\uff0c\u4ece\u76ee\u6807\u51fd\u6570\u7684\u8bbe\u5b9a\u5230\u7b97\u6cd5\u7684\u4f18\u5316\uff0c\u8bbe\u8ba1\u8005\u901a\u8fc7\u6570\u5b66\u6a21\u578b\u548c\u6570\u636e\u9a71\u52a8\u7684\u6280\u672f\u624b\u6bb5\uff0c\u4ee5\u9ad8\u6548\u3001\u7cbe\u51c6\u7684\u65b9\u5f0f\u5b9e\u73b0\u4e86\u7279\u5b9a\u4efb\u52a1\u7684\u667a\u80fd\u5316\u3002\u8fd9\u79cd\u76ee\u6807\u9a71\u52a8\u7684\u7279\u70b9\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5728\u77ed\u65f6\u95f4\u5185\u53d6\u5f97\u6280\u672f\u7a81\u7834\uff0c\u5e76\u5c55\u73b0\u51fa\u5728\u89e3\u51b3\u5355\u4e00\u95ee\u9898\u65f6\u7684\u5353\u8d8a\u6548\u7387\u3002<\/span><\/span><\/span><\/section>\n

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\u5c3d\u7ba1\u751f\u6210\u673a\u5236\u622a\u7136\u4e0d\u540c\uff0c\u4eba\u8111\u667a\u80fd\u548c\u4eba\u5de5\u667a\u80fd\u5728\u529f\u80fd\u8868\u73b0\u4e0a\u5374\u5c55\u73b0\u51fa\u67d0\u79cd\u8d8b\u540c\u7279\u6027\u3002\u8fd9\u79cd<\/span><\/span>\u201c<\/span><\/span>\u8d8b\u540c\u8fdb\u5316<\/span><\/span>\u201d<\/span><\/span>\u73b0\u8c61\u6e90\u4e8e\u5b83\u4eec\u90fd\u9700\u8981\u89e3\u51b3\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u4f8b\u5982\u9ad8\u6548\u5904\u7406\u73af\u5883\u4e2d\u7684\u590d\u6742\u4fe1\u606f\u3002\u5927\u8111\u548c\u4eba\u5de5\u667a\u80fd\u5728\u89c6\u89c9\u5904\u7406\u65b9\u9762\u5c55\u73b0\u4e86\u663e\u8457\u7684\u529f\u80fd\u76f8\u4f3c\u6027\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u91c7\u7528\u5206\u5c42\u7ed3\u6784\uff0c\u901a\u8fc7\u9010\u5c42\u63d0\u53d6\u548c\u6574\u5408\u7279\u5f81\uff0c\u5728\u56fe\u50cf\u8bc6\u522b\u4e2d\u5c55\u73b0\u4e86\u751f\u7269\u89c6\u89c9\u76ae\u5c42\u7684\u67d0\u4e9b\u529f\u80fd\u7279\u5f81\u3002\u540c\u6837\uff0c\u5728\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u4fe1\u606f\u65f6\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u5c55\u73b0\u51fa\u7c7b\u4f3c\u4e8e\u5927\u8111\u5bf9\u5e8f\u5217\u4fe1\u606f\u7684\u8bb0\u5fc6\u548c\u5904\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u8d8b\u540c\u6027\u4ec5\u9650\u4e8e\u529f\u80fd\u5c42\u9762\u3002<\/span><\/span>\u4eba\u5de5\u667a\u80fd\u7684\u529f\u80fd\u6027\u662f\u8bbe\u8ba1\u8005\u660e\u786e\u4f18\u5316\u76ee\u6807\u51fd\u6570\u7684\u7ed3\u679c\uff0c\u800c\u5927\u8111\u7684\u590d\u6742\u529f\u80fd\u5219\u662f\u73af\u5883\u9002\u5e94\u548c\u968f\u673a\u53d8\u5f02\u7684\u957f\u671f\u79ef\u7d2f\u3002<\/span><\/span><\/span><\/section>\n

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\u5c3d\u7ba1\u4eba\u8111\u667a\u80fd\u548c\u4eba\u5de5\u667a\u80fd\u5728\u67d0\u4e9b\u529f\u80fd\u4e0a\u8868\u73b0\u51fa\u8d8b\u540c\uff0c\u5b83\u4eec\u5728\u7cfb\u7edf\u590d\u6742\u6027\u7684\u5f62\u6210\u8def\u5f84\u548c\u9002\u5e94\u6027\u65b9\u9762\u5374\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u4eba\u8111\u667a\u80fd\u7684\u590d\u6742\u6027\u662f<\/span><\/span>\u201c<\/span><\/span>\u5386\u53f2\u7684\u9057\u7559<\/span><\/span>\u201d<\/span><\/span>\uff0c\u7531\u81ea\u7136\u9009\u62e9\u901a\u8fc7\u5bf9\u73b0\u6709\u7ed3\u6784\u7684\u4fee\u8865\u9010\u6b65\u7d2f\u79ef\u800c\u6210\u3002\u5c3d\u7ba1\u6548\u7387\u8f83\u4f4e\uff0c\u4f46\u8fd9\u4e00\u8fc7\u7a0b\u8d4b\u4e88\u4e86\u751f\u7269\u667a\u80fd\u5f3a\u5927\u7684\u9002\u5e94\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u4eba\u7c7b\u5927\u8111\u53ef\u4ee5\u901a\u8fc7\u795e\u7ecf\u53ef\u5851\u6027\u8fc5\u901f\u8c03\u6574\u529f\u80fd\u7ed3\u6784\uff0c\u4ee5\u5e94\u5bf9\u73af\u5883\u7684\u5267\u70c8\u53d8\u5316\u3002\u800c\u4eba\u5de5\u667a\u80fd\u7684\u590d\u6742\u6027\u66f4\u591a\u4f9d\u8d56\u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u7d2f\u79ef\u3002\u6a21\u5757\u5316\u8bbe\u8ba1\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5feb\u901f\u8fed\u4ee3\u5e76\u9002\u5e94\u591a\u6837\u5316\u7684\u9700\u6c42\uff0c\u4f46\u5176\u7075\u6d3b\u6027\u8fdc\u4e0d\u53ca\u751f\u7269\u667a\u80fd\u3002\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u8868\u73b0\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u6570\u636e\uff0c\u5f53\u6570\u636e\u5206\u5e03\u53d1\u751f\u53d8\u5316\u65f6\uff0c\u5176\u6027\u80fd\u5bb9\u6613\u663e\u8457\u4e0b\u964d\u3002\u6b64\u5916\uff0c\u5bf9\u6297\u6027\u6837\u672c\u7684\u7814\u7a76\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5bf9\u5fae\u5c0f\u6270\u52a8\u6781\u4e3a\u654f\u611f\uff0c\u8fdb\u4e00\u6b65\u66b4\u9732\u4e86\u5176\u5728\u52a8\u6001\u73af\u5883\u4e2d\u7684\u5c40\u9650\u6027\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u4eba\u5de5\u667a\u80fd\u7684\u76ee\u6807\u5bfc\u5411\u8bbe\u8ba1\u4e5f\u4f7f\u5176\u5728\u591a\u76ee\u6807\u6743\u8861\u65b9\u9762\u8868\u73b0\u51fa\u4e0d\u8db3\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u5982\u679c\u5355\u7eaf\u4f18\u5316\u70b9\u51fb\u7387\uff0c\u53ef\u80fd\u5ffd\u7565\u7528\u6237\u957f\u671f\u6ee1\u610f\u5ea6\uff0c\u751a\u81f3\u5bfc\u81f4<\/span><\/span>\u201c<\/span><\/span>\u4fe1\u606f\u8327\u623f<\/span><\/span>\u201d<\/span><\/span>\u7684\u5f62\u6210\u3002\u8fd9\u79cd\u95ee\u9898\u6e90\u4e8e\u76ee\u6807\u51fd\u6570\u7684\u5355\u4e00\u6027\uff0c\u800c\u751f\u7269\u667a\u80fd\u5219\u901a\u8fc7\u957f\u671f\u8fdb\u5316\u5f62\u6210\u4e86\u591a\u76ee\u6807\u7684\u52a8\u6001\u5e73\u8861\u673a\u5236\u3002\u4f8b\u5982\uff0c\u4eba\u7c7b\u5927\u8111\u867d\u7136<\/span><\/span>\u8017\u80fd\u5360<\/span><\/span>\u6bd4\u5de8\u5927\uff0c\u4f46\u8fd9\u4e00\u6743\u8861\u4e3a\u4e2a\u4f53\u63d0\u4f9b\u4e86\u663e\u8457\u7684\u8ba4\u77e5\u548c\u51b3\u7b56\u80fd\u529b\uff0c\u589e\u5f3a\u4e86\u751f\u5b58\u7ade\u4e89\u529b\u3002\u8fd9\u79cd\u591a\u76ee\u6807\u4f18\u5316\u80fd\u529b\u4e3a\u4eba\u8111\u667a\u80fd\u7684\u9002\u5e94\u6027\u63d0\u4f9b\u4e86\u91cd\u8981\u4fdd\u969c\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u901a\u8fc7\u6bd4\u8f83\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5f02\u540c\uff0c\u53ef\u4ee5\u66f4\u6e05\u695a\u5730\u770b\u5230\u4e24\u8005\u5728\u590d\u6742\u529f\u80fd\u751f\u6210\u4e0a\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002\u4eba\u8111\u667a\u80fd\u901a\u8fc7\u81ea\u7136\u9009\u62e9\u7684\u6f2b\u957f\u79ef\u7d2f\u5f62\u6210\u4e86\u7075\u6d3b\u800c\u9002\u5e94\u6027\u6781\u5f3a\u7684\u7cfb\u7edf\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u5219\u901a\u8fc7\u5de5\u7a0b\u5316\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u9ad8\u6548\u4e14\u7cbe\u51c6\u7684\u529f\u80fd\u6a21\u5757\u5316\u3002\u5c3d\u7ba1\u4e24\u8005\u7684\u751f\u6210\u903b\u8f91\u622a\u7136\u4e0d\u540c\uff0c\u4f46\u5b83\u4eec\u5728\u529f\u80fd\u9700\u6c42\u7684\u5851\u9020\u4e0b\u5c55\u73b0\u51fa\u8d8b\u540c\u6027\uff0c\u4e3a\u7406\u89e3\u667a\u80fd\u7684\u672c\u8d28\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\u3002<\/span><\/span><\/span><\/section>\n

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3. \u667a\u80fd\u53d1\u5c55\u7684\u672a\u6765\uff1a\u878d\u5408\u4e0e\u521b\u65b0<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


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3<\/span><\/span>.1 <\/span><\/span><\/span><\/span>\u4eba\u8111\u667a\u80fd\u542f\u53d1\u4eba\u5de5\u667a\u80fd<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u4eba\u8111\u667a\u80fd\u4f5c\u4e3a\u81ea\u7136\u9009\u62e9\u7684\u6770\u4f5c\uff0c\u5176\u590d\u6742\u6027\u548c\u9ad8\u6548\u6027\u5728\u4fe1\u606f\u5904\u7406\u3001\u5b66\u4e60\u80fd\u529b\u548c\u9002\u5e94\u6027\u7b49\u65b9\u9762\u5c55\u73b0\u4e86\u975e\u51e1\u7684\u7279\u8d28\uff0c\u8fd9\u4e9b\u7279\u6027\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u7075\u611f\u6765\u6e90\u3002\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u4e0e\u5927\u8111\u5728\u751f\u6210\u903b\u8f91\u548c\u5b9e\u73b0\u673a\u5236\u4e0a\u5b58\u5728\u672c\u8d28\u5dee\u5f02\uff0c\u5927\u8111\u7684\u5206\u5c42\u7ed3\u6784\u3001\u81ea\u9002\u5e94\u5b66\u4e60\u548c\u5206\u5e03\u5f0f\u5904\u7406\u7b49\u7279\u6027\u5df2\u7ecf\u5728\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u4e2d\u5f97\u5230\u4e86\u6210\u529f\u7684\u501f\u9274\uff0c\u63a8\u52a8\u4e86\u8bb8\u591a\u6280\u672f\u7684\u7a81\u7834\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u9996\u5148\uff0c\u5927\u8111\u7684\u5206\u5c42\u7ed3\u6784\u548c\u529f\u80fd\u5206\u533a\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u542f\u53d1\u3002\u5728\u751f\u7269\u5927\u8111\u4e2d\uff0c\u4e0d\u540c\u7684\u8111\u533a\u627f\u62c5\u7279\u5b9a\u529f\u80fd\uff0c\u4f8b\u5982\u89c6\u89c9\u76ae\u5c42\u4e2d\u7684<\/span><\/span>V1<\/span><\/span>\u3001<\/span><\/span>V2<\/span><\/span>\u548c<\/span><\/span>V4<\/span><\/span>\u7b49\u533a\u57df\u5206\u522b\u5904\u7406\u8fb9\u7f18\u3001\u989c\u8272\u548c\u590d\u6742\u5f62\u72b6\u7684\u611f\u77e5\u4efb\u52a1\uff0c\u540c\u65f6\u5c06\u8fd9\u4e9b\u4fe1\u606f\u9010\u7ea7\u4f20\u9012\u4ee5\u5b9e\u73b0\u9ad8\u7ea7\u89c6\u89c9\u8ba4\u77e5\u3002\u8fd9\u79cd\u5206\u5c42\u5904\u7406\u6a21\u5f0f\u76f4\u63a5\u542f\u53d1\u4e86<\/span><\/span>CNN<\/span><\/span>\u7684\u8bbe\u8ba1\u3002<\/span><\/span>CNN<\/span><\/span>\u7684\u5206\u5c42\u7ed3\u6784\u901a\u8fc7\u8bbe\u8ba1\u5377\u79ef\u548c\u6c60\u5316\u64cd\u4f5c\uff0c\u81ea\u52a8\u5b66\u4e60\u5e76\u63d0\u53d6\u8f93\u5165\u6570\u636e\u4e2d\u7684\u591a\u5c42\u6b21\u7279\u5f81\u3002\u5728\u5b9e\u9645\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c<\/span><\/span>CNN<\/span><\/span>\u7684\u7b2c\u4e00\u5c42\u901a\u5e38\u4f1a\u6355\u6349\u7b80\u5355\u7684\u8fb9\u7f18\u4fe1\u606f\u6216\u57fa\u672c\u7eb9\u7406\uff0c\u540e\u7eed\u5c42\u5219\u9010\u6b65\u7ec4\u5408\u8fd9\u4e9b\u4f4e\u7ea7\u7279\u5f81\uff0c\u5f62\u6210\u66f4\u590d\u6742\u7684\u6a21\u5f0f<\/span>\uff08\u5982\u5f62\u72b6\u6216\u5bf9\u8c61\u7ed3\u6784\uff09<\/span>\u3002\u8fd9\u79cd\u4ece\u7b80\u5355\u5230\u590d\u6742\u7684\u7279\u5f81\u63d0\u53d6\u987a\u5e8f\u5e76\u975e\u8bbe\u8ba1\u8005\u76f4\u63a5\u8bbe\u5b9a\uff0c\u800c\u662f<\/span><\/span>CNN<\/span><\/span>\u5728\u4f18\u5316\u76ee\u6807\u51fd\u6570\u8fc7\u7a0b\u4e2d\u81ea\u53d1\u5b66\u4e60\u7684\u7ed3\u679c\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u8fd9\u79cd\u7279\u6027\u4e0e\u751f\u7269\u89c6\u89c9\u76ae\u5c42\u5206\u5c42\u5904\u7406\u4fe1\u606f\u7684\u6a21\u5f0f\u5177\u6709\u4e00\u5b9a\u7684\u5bf9\u5e94\u6027\u3002<\/span><\/span><\/span><\/section>\n

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\u7c7b\u4f3c\u5730\uff0c<\/span><\/span>RNN<\/span><\/span>\u53ca\u5176\u53d8\u4f53\u5728\u5e8f\u5217\u4fe1\u606f\u5904\u7406\u4e2d\u7684\u8bbe\u8ba1\u540c\u6837\u53d7\u5230\u4e86\u5927\u8111\u7684\u542f\u53d1\u3002\u5927\u8111\u5728\u5904\u7406\u8bed\u8a00\u6216\u97f3\u4e50\u7b49\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u65f6\uff0c\u4f1a\u5229\u7528\u8bb0\u5fc6\u673a\u5236\u7ed3\u5408\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u52a8\u6001\u8c03\u6574\u548c\u66f4\u65b0\u5bf9\u5e8f\u5217\u7684\u7406\u89e3\u3002\u7814\u7a76\u8868\u660e\uff0c\u6d77\u9a6c\u4f53\u7b49\u533a\u57df\u5728\u77ed\u671f\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u8f6c\u6362\u4e2d\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\u3002\u8fd9\u4e00\u8bb0\u5fc6\u673a\u5236\u4e3a<\/span><\/span>RNN<\/span><\/span>\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840\u3002\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u96be\u4ee5\u6355\u6349\u5e8f\u5217\u4fe1\u606f\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u800c<\/span><\/span>RNN<\/span><\/span>\u901a\u8fc7\u8bbe\u8ba1\u5faa\u73af\u8fde\u63a5\uff0c\u5141\u8bb8\u7cfb\u7edf\u5229\u7528\u524d<\/span><\/span>\u5e8f\u72b6\u6001<\/span><\/span>\u7684\u4fe1\u606f\u5904\u7406\u5f53\u524d\u8f93\u5165\uff0c\u6a21\u62df\u4e86\u5927\u8111\u5728\u5e8f\u5217\u6574\u5408\u4e2d\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c<\/span><\/span>LSTM<\/span><\/span>\u901a\u8fc7\u5f15\u5165<\/span><\/span>\u201c<\/span><\/span>\u9057\u5fd8\u95e8<\/span><\/span>\u201d<\/span><\/span>\u548c<\/span><\/span>\u201c<\/span><\/span>\u8f93\u5165\u95e8<\/span><\/span>\u201d<\/span><\/span>\u89e3\u51b3\u4e86\u957f\u671f\u4f9d\u8d56\u95ee\u9898\uff0c\u5176\u8bbe\u8ba1\u7406\u5ff5\u53ef\u4ee5\u7c7b\u6bd4\u4e3a\u5927\u8111\u5bf9\u91cd\u8981\u4fe1\u606f\u7684\u9009\u62e9\u6027\u8bb0\u5fc6\u4e0e\u8fc7\u6ee4\u3002\u8fd9\u79cd\u57fa\u4e8e\u5927\u8111\u8ba4\u77e5\u529f\u80fd\u7684\u6539\u8fdb\uff0c\u4f7f\u4eba\u5de5\u667a\u80fd\u5728\u8bed\u97f3\u8bc6\u522b\u3001\u673a\u5668\u7ffb\u8bd1\u7b49\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u5176\u6b21\uff0c\u5927\u8111\u7684\u81ea\u9002\u5e94\u5b66\u4e60\u80fd\u529b\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u5b66\u4e60\u7b97\u6cd5\u63d0\u4f9b\u4e86\u7075\u611f\u3002\u5728\u751f\u7269\u5927\u8111\u4e2d\uff0c\u7a81\u89e6\u53ef\u5851\u6027\u4f7f\u5f97\u795e\u7ecf\u8fde\u63a5\u7684\u5f3a\u5ea6\u53ef\u4ee5\u6839\u636e\u7ecf\u9a8c\u52a8\u6001\u8c03\u6574\uff0c\u4ece\u800c\u5b9e\u73b0\u5b66\u4e60\u548c\u8bb0\u5fc6\u7684\u79ef\u7d2f[18]<\/span><\/span><\/span>\u3002\u8fd9\u4e00\u673a\u5236\u88ab\u4eba\u5de5\u667a\u80fd\u501f\u9274\u5e76\u5b9e\u73b0\u4e3a\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\uff0c\u540e\u8005\u901a\u8fc7\u4e0d\u65ad\u8c03\u6574\u795e\u7ecf\u7f51\u7edc\u6743\u91cd\u6765\u4f18\u5316\u76ee\u6807\u51fd\u6570\uff0c\u63a8\u52a8\u4e86\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\u3002\u6b64\u5916\uff0c\u795e\u7ecf\u79d1\u5b66\u5bf9\u5956\u52b1\u56de\u8def<\/span>\uff08\u5982\u591a\u5df4\u80fa\u7cfb\u7edf\uff09<\/span>\u7684\u7814\u7a76\u4e5f\u4e3a\u5f3a\u5316\u5b66\u4e60\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840[19]<\/span><\/span><\/span>\u3002\u5728\u5927\u8111\u4e2d\uff0c\u5956\u52b1\u4fe1\u53f7\u9a71\u52a8\u5b66\u4e60\u884c\u4e3a\uff0c\u800c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u8fc7\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570\u5f15\u5bfc\u667a\u80fd\u4f53\u5728\u73af\u5883\u4e2d\u4e0d\u65ad\u4f18\u5316\u7b56\u7565\u3002\u8fd9\u79cd\u673a\u5236\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6e38\u620f<\/span><\/span>AI<\/span><\/span>\u3001\u673a\u5668\u4eba\u63a7\u5236\u7b49\u9886\u57df\uff0c\u4f8b\u5982<\/span><\/span>DeepMind<\/span><\/span>\u5f00\u53d1\u7684<\/span><\/span>AlphaGo<\/span><\/span>\u4fbf\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5728\u590d\u6742\u7b56\u7565\u73af\u5883\u4e2d\u5b9e\u73b0\u4e86\u81ea\u6211\u4f18\u5316\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u5728\u786c\u4ef6\u5c42\u9762\uff0c\u5927\u8111\u7684\u4f4e\u80fd\u8017\u7279\u6027\u4e5f\u4e3a\u4eba\u5de5\u667a\u80fd\u786c\u4ef6\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u5173\u952e\u7075\u611f[20]<\/span><\/span><\/span>\u3002\u751f\u7269\u5927\u8111\u4ee5\u6781\u4f4e\u7684\u80fd\u8017\u5b8c\u6210\u4e86\u590d\u6742\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u7ea6<\/span><\/span>20<\/span><\/span> W<\/span><\/span>\u7684\u529f\u7387\u4fbf\u652f\u6301\u4e86\u6570\u4ee5\u4ebf\u8ba1\u7684\u795e\u7ecf\u5143\u6d3b\u52a8\u3002\u8fd9\u4e00\u7279\u6027\u542f\u53d1\u4e86\u7c7b\u8111\u82af\u7247\u7684\u8bbe\u8ba1\u3002\u4f8b\u5982\uff0c<\/span><\/span>IBM<\/span><\/span>\u7684<\/span><\/span>TrueNorth<\/span><\/span>\u82af\u7247\u6a21\u4eff\u4e86\u751f\u7269\u795e\u7ecf\u5143\u548c\u7a81\u89e6\u7684\u7ed3\u6784\uff0c\u5176\u6838\u5fc3\u7531\u6570\u767e\u4e07\u4e2a\u7535\u5b50\u795e\u7ecf\u5143\u548c\u7a81\u89e6\u7ec4\u6210\uff0c\u4ee5\u8d85\u4f4e\u529f\u8017\u5b8c\u6210\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u63a8\u7406\u8ba1\u7b97\u3002\u540c\u6837\uff0c<\/span><\/span>Intel<\/span><\/span>\u7684<\/span><\/span>Loihi<\/span><\/span>\u82af\u7247\u901a\u8fc7\u4e8b\u4ef6\u9a71\u52a8\u7684\u65b9\u5f0f\u6a21\u62df\u795e\u7ecf\u6d3b\u52a8\uff0c\u5728\u80fd\u6548\u548c\u8ba1\u7b97\u6027\u80fd\u4e0a\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u8fd9\u4e9b\u7c7b\u8111\u82af\u7247\u4e0d\u4ec5\u5c55\u793a\u4e86\u786c\u4ef6\u8bbe\u8ba1\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\uff0c\u4e5f\u4e3a\u89e3\u51b3\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u9ad8\u80fd\u8017\u7684\u95ee\u9898\u63d0\u4f9b\u4e86\u6f5c\u5728\u65b9\u6848[21]<\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u4ece\u4eba\u8111\u667a\u80fd\u4e2d\u6c72\u53d6\u4e86\u8bb8\u591a\u7075\u611f\uff0c\u5e76\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6280\u672f\u7a81\u7834\uff0c\u4f46\u751f\u7269\u5927\u8111\u7684\u4e00\u4e9b\u5173\u952e\u7279\u6027\u4ecd\u672a\u88ab\u5145\u5206\u501f\u9274\u6216\u5b9e\u73b0\uff0c\u8fd9\u4e9b\u7279\u6027\u5c06\u662f\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u91cd\u8981\u65b9\u5411\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u9ad8\u6548\u5b66\u4e60\u4e0e\u5c11\u6837\u672c\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\u3002\u4eba\u7c7b\u5927\u8111\u80fd\u591f\u901a\u8fc7\u5c11\u91cf\u7684\u6837\u672c\u8fc5\u901f\u5b66\u4e60\u65b0\u77e5\u8bc6\uff0c\u4f8b\u5982\u513f\u7ae5\u53ea\u9700\u63a5\u89e6\u51e0\u6b21\u65b0\u7269\u4f53\u5373\u53ef\u51c6\u786e\u8fa8\u8ba4\u3002\u5927\u8111\u7684\u8fd9\u79cd\u80fd\u529b\u4f9d\u8d56\u4e8e\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u5229\u7528\u548c\u5bf9\u5df2\u6709\u77e5\u8bc6\u7684\u8fc1\u79fb\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u901a\u5e38\u9700\u8981\u4f9d\u8d56\u5927\u91cf\u6570\u636e\uff0c\u5426\u5219\u4f1a\u663e\u73b0\u51fa\u660e\u663e\u7684\u6027\u80fd\u4e0b\u964d\u3002\u8fc1\u79fb\u5b66\u4e60\u548c<\/span><\/span>\u5143\u5b66\u4e60<\/span><\/span>\u7b49\u6280\u672f\u6b63\u5728\u5c1d\u8bd5\u7f29\u77ed\u8fd9\u4e00\u5dee\u8ddd\u3002\u8fc1\u79fb\u5b66\u4e60\u5c06\u5df2\u5b66\u5230\u7684\u77e5\u8bc6\u5e94\u7528\u4e8e\u65b0\u4efb\u52a1\uff0c\u51cf\u5c11\u6570\u636e\u9700\u6c42\uff1b<\/span><\/span>\u5143\u5b66\u4e60<\/span><\/span>\u5219\u901a\u8fc7<\/span><\/span>\u201c<\/span><\/span>\u5b66\u4e60\u5982\u4f55\u5b66\u4e60<\/span><\/span>\u201d<\/span><\/span>\u63d0\u5347\u6a21\u578b\u5bf9\u65b0\u4efb\u52a1\u7684\u9002\u5e94\u901f\u5ea6\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5728\u5e7f\u6cdb\u5e94\u7528\u4e2d\u4ecd\u6709\u8f83\u5927\u5c40\u9650\uff0c\u4e0e\u751f\u7269\u5927\u8111\u7684\u9ad8\u6548\u5b66\u4e60\u80fd\u529b\u76f8\u6bd4\u5c1a\u5b58\u660e\u663e\u5dee\u8ddd\u3002<\/span><\/span><\/span><\/section>\n

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\u8bb0\u5fc6\u6574\u5408\u4e0e\u62bd\u8c61\u63a8\u7406\u662f\u4eba\u5de5\u667a\u80fd\u7684\u53e6\u4e00\u5927\u77ed\u677f\u3002\u4eba\u7c7b\u5927\u8111\u80fd\u591f\u5c06\u77ed\u671f\u8bb0\u5fc6\u8f6c\u5316\u4e3a\u957f\u671f\u8bb0\u5fc6\uff0c\u5e76\u5c06\u591a\u79cd\u4fe1\u606f\u6574\u5408\u540e\u8fdb\u884c\u62bd\u8c61\u63a8\u7406\u3002\u8fd9\u4e00\u8fc7\u7a0b\u7531\u6d77\u9a6c\u4f53\u548c\u524d\u989d\u53f6\u76ae\u5c42\u534f\u4f5c\u5b8c\u6210\uff0c\u662f\u5927\u8111\u5904\u7406\u590d\u6742\u4fe1\u606f\u7684\u5173\u952e\u673a\u5236[22]<\/span><\/span><\/span>\u3002\u4eba\u5de5\u667a\u80fd\u5728\u8fd9\u4e00\u65b9\u9762\u7684\u80fd\u529b\u4ecd\u8f83\u4e3a\u6709\u9650\u3002\u76ee\u524d\uff0c\u4e00\u4e9b\u65b0\u5174\u6280\u672f\u8bd5\u56fe\u901a\u8fc7\u8bb0\u5fc6\u7f51\u7edc\u6216\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u8bb0\u5fc6\u6a21\u5757\u6a21\u62df\u8fd9\u79cd\u80fd\u529b\uff0c\u4f46\u5927\u591a\u6570\u6a21\u578b\u4f9d\u7136\u4ee5\u5355\u4e00\u4efb\u52a1\u4e3a\u4e2d\u5fc3\uff0c\u7f3a\u4e4f\u6574\u5408\u591a\u9886\u57df\u4fe1\u606f\u548c\u62bd\u8c61\u63a8\u7406\u7684\u80fd\u529b\u3002\u8981\u5b9e\u73b0\u8de8\u9886\u57df\u7684\u7efc\u5408\u667a\u80fd\uff0c\u4eba\u5de5\u667a\u80fd\u9700\u8981\u5728\u8bb0\u5fc6\u6301\u4e45\u6027\u3001\u4fe1\u606f\u6574\u5408\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u4e0a\u5411\u5927\u8111\u5b66\u4e60\u3002<\/span><\/span><\/span><\/section>\n

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\u5927\u8111\u7684\u81ea\u4e3b\u6027\u4e0e\u521b\u9020\u529b\u662f\u4eba\u5de5\u667a\u80fd\u4ecd\u672a\u5b8c\u5168\u638c\u63e1\u7684\u9886\u57df\u3002\u4eba\u7c7b\u5927\u8111\u80fd\u591f\u751f\u6210\u5168\u65b0\u7684\u60f3\u6cd5\uff0c\u5e76\u81ea\u4e3b\u89e3\u51b3\u672a\u88ab\u660e\u786e\u6307\u793a\u7684\u95ee\u9898\u3002\u8fd9\u79cd\u521b\u9020\u529b\u4f9d\u8d56\u4e8e\u5927\u8111\u7684\u4fe1\u606f\u6574\u5408\u548c\u63a2\u7d22\u80fd\u529b\u3002\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd<\/span>\uff08\u5982<\/span><\/span>GPT<\/span><\/span>\u7cfb\u5217\uff09<\/span>\u5df2\u7ecf\u5c55\u793a\u4e86\u521d\u6b65\u7684\u521b\u9020\u6027\u80fd\u529b\uff0c\u4f46\u76ee\u524d\u4ecd\u4e3b\u8981\u57fa\u4e8e\u5df2\u6709\u6570\u636e\u7684\u7edf\u8ba1\u6a21\u5f0f\u751f\u6210\u5185\u5bb9\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u81ea\u4e3b\u6027\u548c\u521b\u9020\u529b\u3002\u6b64\u5916\uff0c\u73b0\u6709<\/span><\/span>AI<\/span><\/span>\u4ecd\u7136\u5b58\u5728\u5e7b\u89c9\u548c\u8c04\u5a9a\u7b49\u95ee\u9898\uff0c\u524d\u8005\u5bfc\u81f4<\/span><\/span>AI<\/span><\/span>\u751f\u6210\u9519\u8bef\u6216\u865a\u5047\u4fe1\u606f\uff0c\u540e\u8005\u4f7f<\/span><\/span>AI<\/span><\/span>\u8fce\u5408\u7528\u6237\u504f\u89c1\u800c\u975e\u63d0\u4f9b\u51c6\u786e\u7b54\u6848\u3002\u8fd9\u4e9b\u95ee\u9898\u9650\u5236\u4e86<\/span><\/span>AI<\/span><\/span>\u5728\u590d\u6742\u63a8\u7406\u3001\u79d1\u5b66\u53d1\u73b0\u7b49\u9886\u57df\u7684\u53ef\u9760\u6027\uff0c\u5982\u4f55\u589e\u5f3a<\/span><\/span>AI<\/span><\/span>\u7684\u771f\u5b9e\u6027\u3001\u6279\u5224\u6027\u601d\u7ef4\u548c\u81ea\u4e3b\u63a2\u7d22\u80fd\u529b\uff0c\u5c06\u662f\u672a\u6765\u7684\u91cd\u8981\u6311\u6218\u3002<\/span><\/span><\/span><\/section>\n

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\u4eba\u8111\u667a\u80fd\u5c55\u73b0\u4e86\u81ea\u7136\u8fdb\u5316\u7684\u5947\u8ff9\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u901a\u8fc7\u5de5\u7a0b\u5316\u7684\u65b9\u6cd5\u5b9e\u73b0\u4e86\u5feb\u901f\u53d1\u5c55\u3002\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u4ece\u4eba\u8111\u667a\u80fd\u4e2d\u501f\u9274\u4e86\u8bb8\u591a\u7279\u6027\uff0c\u5305\u62ec\u5206\u5c42\u7ed3\u6784\u3001\u81ea\u9002\u5e94\u5b66\u4e60\u548c\u4f4e\u80fd\u8017\u8bbe\u8ba1\uff0c\u63a8\u52a8\u4e86\u6280\u672f\u8fdb\u6b65\u7684\u540c\u65f6\uff0c\u4e5f\u5f70\u663e\u4e86\u4e24\u8005\u5728\u673a\u5236\u4e0a\u7684\u672c\u8d28\u5dee\u5f02\u3002\u7136\u800c\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u9ad8\u6548\u5b66\u4e60\u3001\u8bb0\u5fc6\u6574\u5408\u3001\u591a\u76ee\u6807\u6743\u8861\u7b49\u65b9\u9762\u4ecd\u5b58\u5728\u660e\u663e\u4e0d\u8db3\uff0c\u8fd9\u4e9b\u9886\u57df\u8574\u542b\u7740\u8fdb\u4e00\u6b65\u53d1\u5c55\u7684\u6f5c\u529b\u3002\u901a\u8fc7\u6301\u7eed\u6df1\u5165\u5730\u7814\u7a76\u751f\u7269\u667a\u80fd\u7684\u7279\u6027\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u5c06\u66f4\u52a0\u9ad8\u6548\u7075\u6d3b\uff0c\u80fd\u591f\u5e94\u5bf9\u66f4\u52a0\u590d\u6742\u7684\u4efb\u52a1\u548c\u73af\u5883\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
3<\/span><\/span>.<\/span><\/span>2 <\/span><\/span><\/span><\/span>\u4eba\u5de5\u667a\u80fd\u53cd\u54fa\u795e\u7ecf\u79d1\u5b66<\/span><\/span><\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u4e0d\u4ec5\u4ece\u751f\u7269\u667a\u80fd\u4e2d\u6c72\u53d6\u4e86\u7075\u611f\uff0c\u8fd8\u901a\u8fc7\u5176\u72ec\u7279\u7684\u6280\u672f\u80fd\u529b\u53cd\u8fc7\u6765\u63a8\u52a8\u4e86\u795e\u7ecf\u79d1\u5b66\u7684\u7814\u7a76\u3002\u4eba\u5de5\u667a\u80fd\u7684\u5efa\u6a21\u65b9\u6cd5\u548c\u6570\u636e\u5904\u7406\u80fd\u529b\u4e3a\u795e\u7ecf\u79d1\u5b66\u63d0\u4f9b\u4e86\u65b0\u7684\u5de5\u5177\u548c\u89c6\u89d2\uff0c\u4f7f\u5f97\u5bf9\u5927\u8111\u590d\u6742\u529f\u80fd\u7684\u7814\u7a76\u53d8\u5f97\u66f4\u52a0\u7cbe\u786e\u3001\u9ad8\u6548\u3002<\/span><\/span><\/span><\/section>\n

<\/span><\/span><\/section>\n
\u9996\u5148\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u795e\u7ecf\u79d1\u5b66\u4e2d\u6700\u76f4\u63a5\u7684\u5e94\u7528\u662f\u795e\u7ecf\u6d3b\u52a8\u7684\u5efa\u6a21\u4e0e\u6a21\u62df\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/span>\uff08\u5982\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff09<\/span>\u4e3a\u7814\u7a76\u5927\u8111\u7684\u795e\u7ecf\u6d3b\u52a8\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u6846\u67b6\u3002\u901a\u8fc7\u6a21\u62df\u795e\u7ecf\u5143\u53ca\u5176\u7f51\u7edc\u8fde\u63a5\uff0c\u7814\u7a76\u8005\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u5927\u8111\u5982\u4f55\u5904\u7406\u4fe1\u606f\u3002\u4f8b\u5982\uff0c<\/span><\/span>CNN<\/span><\/span>\u4e0d\u4ec5\u53d7\u5230\u89c6\u89c9\u76ae\u5c42\u7684\u542f\u53d1\uff0c\u53cd\u8fc7\u6765\u4e5f\u88ab\u7528\u4e8e\u89e3\u91ca\u89c6\u89c9\u76ae\u5c42\u7684\u529f\u80fd\u5206\u533a\u548c\u4fe1\u606f\u4f20\u9012\u673a\u5236\u3002\u79d1\u5b66\u5bb6\u5c06<\/span><\/span>CNN<\/span><\/span>\u6a21\u578b\u5e94\u7528\u4e8e\u795e\u7ecf\u5f71\u50cf\u6570\u636e\u5206\u6790\uff0c\u901a\u8fc7\u5bf9\u89c6\u89c9\u523a\u6fc0\u548c\u795e\u7ecf\u5143\u54cd\u5e94\u4e4b\u95f4\u5173\u7cfb\u7684\u5efa\u6a21\uff0c\u66f4\u52a0\u6e05\u6670\u5730\u63ed\u793a\u4e86\u89c6\u89c9\u7cfb\u7edf\u4e2d\u7684\u5c42\u6b21\u6027\u7279\u5f81\u63d0\u53d6\u673a\u5236<\/span><\/span><\/span><\/span>[3]<\/span><\/span>\u3002\u6b64\u5916\uff0c<\/span><\/span>RNN<\/span><\/span>\u4e5f\u88ab\u7528\u4e8e\u6a21\u62df\u5927\u8111\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u8fc7\u7a0b\uff0c\u4f8b\u5982\u63a2\u7d22\u8bed\u8a00\u4e2d\u53e5\u6cd5\u548c\u8bed\u4e49\u7684\u65f6\u95f4\u6574\u5408\u673a\u5236\u3002\u8fd9\u4e9b\u6a21\u62df\u7814\u7a76\u4e0d\u4ec5\u5e2e\u52a9\u795e\u7ecf\u79d1\u5b66\u5bb6\u9a8c\u8bc1\u4e86\u5927\u8111\u7684\u5047\u8bf4\uff0c\u8fd8\u63d0\u4f9b\u4e86\u65b0\u9896\u7684\u7406\u8bba\u6846\u67b6\u6765\u89e3\u91ca\u590d\u6742\u7684\u795e\u7ecf\u6d3b\u52a8[23]<\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/section>\n

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\u5176\u6b21\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u8111\u6570\u636e\u5206\u6790\u4e2d\u5c55\u73b0\u4e86\u5de8\u5927\u7684\u6f5c\u529b\u3002\u73b0\u4ee3\u795e\u7ecf\u79d1\u5b66\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u6570\u636e\uff0c\u4f8b\u5982\u529f\u80fd\u78c1\u5171\u632f\u6210\u50cf\u3001\u8111\u7535\u56fe\u548c\u5355\u7ec6\u80de\u8bb0\u5f55\u7b49\uff0c\u8fd9\u4e9b\u6570\u636e\u901a\u5e38\u89c4\u6a21<\/span><\/span>\u5e9e\u5927\u4e14\u7ef4\u5ea6<\/span><\/span>\u590d\u6742\u3002\u4f20\u7edf\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5\u5728\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u65f6\u5f80\u5f80\u9762\u4e34\u6027\u80fd\u74f6\u9888\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u7684\u7b97\u6cd5\u80fd\u591f\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\u5e76\u8bc6\u522b\u6f5c\u5728\u7684\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u88ab\u7528\u6765\u4ece<\/span><\/span>fMRI<\/span><\/span>\u6570\u636e\u4e2d\u8bc6\u522b\u8111\u533a\u95f4\u7684\u529f\u80fd\u8fde\u63a5\u6a21\u5f0f\uff0c\u4ece\u800c\u5e2e\u52a9\u7814\u7a76\u8005\u63ed\u793a\u5927\u8111\u7f51\u7edc\u5728\u8ba4\u77e5\u548c\u75be\u75c5\u4e2d\u7684\u4f5c\u7528\u3002\u7c7b\u4f3c\u5730\uff0c\u673a\u5668\u5b66\u4e60\u6280\u672f\u88ab\u7528\u4e8e\u9884\u6d4b\u795e\u7ecf\u9000\u884c\u6027\u75be\u75c5<\/span>\uff08\u5982\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\uff09<\/span>\u7684\u65e9\u671f\u75c5\u7406\u53d8\u5316\uff0c\u901a\u8fc7\u4ece\u795e\u7ecf\u5f71\u50cf\u6570\u636e\u4e2d\u63d0\u53d6\u5f02\u5e38\u6a21\u5f0f\uff0c\u4e3a\u65e9\u671f\u8bca\u65ad\u63d0\u4f9b\u652f\u6301[24]<\/span><\/span><\/span>\u3002\u8fd9\u4e9b\u7b97\u6cd5\u7684\u5f15\u5165\u663e\u8457\u63d0\u5347\u4e86\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u7684\u6548\u7387\u548c\u7cbe\u5ea6\u3002<\/span><\/span><\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u8fd8\u63a8\u52a8\u4e86\u795e\u7ecf\u7f16\u7801\u4e0e\u89e3\u7801\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4e3a\u7814\u7a76\u5927\u8111\u5982\u4f55\u8868\u793a\u548c\u5904\u7406\u4fe1\u606f\u63d0\u4f9b\u4e86\u91cd\u8981\u5de5\u5177\u3002\u795e\u7ecf\u7f16\u7801\u95ee\u9898\u5173\u6ce8\u5916\u754c\u523a\u6fc0\u5982\u4f55\u88ab\u795e\u7ecf\u7cfb\u7edf\u8868\u5f81\uff0c\u800c\u795e\u7ecf\u89e3\u7801\u95ee\u9898\u5219\u7814\u7a76\u5982\u4f55\u4ece\u795e\u7ecf\u6d3b\u52a8\u4e2d\u91cd\u5efa\u5916\u754c\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u88ab\u7528\u4e8e<\/span><\/span>\u8111\u673a\u63a5\u53e3<\/span><\/span>\u6280\u672f\u7684\u5f00\u53d1\uff0c\u901a\u8fc7\u89e3\u7801\u8fd0\u52a8\u76ae\u5c42\u7684\u795e\u7ecf\u4fe1\u53f7\uff0c\u5b9e\u73b0\u5bf9\u5916\u90e8\u8bbe\u5907\u7684\u7cbe\u51c6\u63a7\u5236\u3002\u4e00\u4e9b\u6700\u65b0\u7814\u7a76\u751a\u81f3\u5229\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4ece\u89c6\u89c9\u76ae\u5c42\u7684\u795e\u7ecf\u6d3b\u52a8\u91cd\u5efa\u89c6\u89c9\u56fe\u50cf\uff0c\u4ece\u800c\u63ed\u793a\u4e86\u5927\u8111\u5728\u89c6\u89c9\u611f\u77e5\u4e2d\u7684\u4fe1\u606f\u8868\u793a\u65b9\u5f0f[25]<\/span><\/span><\/span>\u3002\u8fd9\u4e9b\u6210\u679c\u4e0d\u4ec5\u52a0\u6df1\u4e86\u5bf9\u795e\u7ecf\u7f16\u7801\u4e0e\u89e3\u7801\u7684\u7406\u89e3\uff0c\u8fd8\u4e3a\u795e\u7ecf\u5de5\u7a0b\u5b66\u7684\u53d1\u5c55\u5f00\u8f9f\u4e86\u65b0\u7684\u9053\u8def\u3002<\/span><\/span><\/span><\/section>\n

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\u667a\u80fd\u534f\u540c\u7cfb\u7edf\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u7ed3\u5408\u3002\u901a\u8fc7\u6574\u5408\u751f\u7269\u667a\u80fd\u7684\u7075\u6d3b\u6027\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u9ad8\u6548\u6027\uff0c\u8fd9\u79cd\u7cfb\u7edf\u521b\u9020\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u667a\u80fd\u5f62\u5f0f\u3002\u4f8b\u5982\uff0c\u7ed3\u5408<\/span><\/span>\u8111\u673a\u63a5\u53e3<\/span><\/span>\u548c\u4eba\u5de5\u667a\u80fd\u7684\u589e\u5f3a\u73b0\u5b9e\u6280\u672f\u6b63\u5728\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6559\u80b2\u3001\u533b\u7597\u548c\u5a31\u4e50\u7b49\u9886\u57df\u3002\u5728\u6559\u80b2\u9886\u57df\uff0c\u5b66\u751f\u53ef\u4ee5\u901a\u8fc7\u8111\u4fe1\u53f7\u5b9e\u65f6\u4e0e\u4e2a\u6027\u5316\u6559\u5b66\u7cfb\u7edf\u4e92\u52a8\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u6839\u636e\u795e\u7ecf\u4fe1\u53f7\u52a8\u6001\u8c03\u6574\u6559\u5b66\u5185\u5bb9\uff0c\u63d0\u9ad8\u5b66\u4e60\u6548\u7387\u3002\u5728\u533b\u7597\u9886\u57df\uff0c\u5916\u79d1\u533b\u751f\u53ef\u4ee5\u5229<\/span><\/span>\u7528\u8111\u673a\u63a5\u53e3<\/span><\/span>\u63a7\u5236\u624b\u672f\u673a\u5668\u4eba\uff0c\u5e76\u7ed3\u5408\u865a\u62df\u73b0\u5b9e\u6280\u672f\u53ef\u89c6\u5316\u60a3\u8005\u7684\u5185\u90e8\u7ed3\u6784\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u624b\u672f\u7684\u7cbe\u51c6\u5ea6\u4e0e\u5b89\u5168\u6027\u3002\u8fd9\u79cd\u667a\u80fd\u534f\u540c\u7cfb\u7edf\u4e0d\u4ec5\u6539\u53d8\u4e86\u4f20\u7edf\u7684\u4eba\u673a\u4ea4\u4e92\u65b9\u5f0f\uff0c\u4e5f\u4e3a\u590d\u6742\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u667a\u80fd\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/span><\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u7684\u5efa\u6a21\u4e0e\u5206\u6790\u80fd\u529b\uff0c\u6b63\u4e0d\u65ad\u6df1\u5316\u4eba\u7c7b\u5bf9\u5927\u8111\u5de5\u4f5c\u7684\u7406\u89e3\u3002\u4f8b\u5982\uff0c\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u5e2e\u52a9\u79d1\u5b66\u5bb6\u63ed\u793a\u4e86\u5927\u8111\u5956\u52b1\u673a\u5236\u7684\u6838\u5fc3\u539f\u7406\uff0c\u89e3\u91ca\u4e86\u591a\u5df4\u80fa\u7cfb\u7edf\u5982\u4f55\u901a\u8fc7\u5956\u52b1\u9884\u6d4b\u8bef\u5dee\u4f18\u5316\u5b66\u4e60\u8fc7\u7a0b\u3002\u6b64\u5916\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u795e\u7ecf\u5f71\u50cf\u6570\u636e\u5206\u6790\uff0c\u63ed\u793a\u4e86\u5927\u8111\u5728\u89c6\u89c9\u611f\u77e5\u3001\u8bed\u8a00\u5904\u7406\u7b49\u8ba4\u77e5\u529f\u80fd\u4e2d\u7684\u4fe1\u606f\u6574\u5408\u6a21\u5f0f\u3002\u8fd9\u79cd\u53cd\u54fa\u5173\u7cfb\u4e0d\u4ec5\u4fc3\u8fdb\u4e86\u795e\u7ecf\u79d1\u5b66\u7684\u8fdb\u6b65\uff0c\u540c\u65f6\u4e5f\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u65b0\u7684\u7075\u611f\u3002\u672a\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u4e0e\u795e\u7ecf\u79d1\u5b66\u7684\u76f8\u4e92\u4fc3\u8fdb\u53ef\u80fd\u8fdb\u4e00\u6b65\u6a21\u7cca\u4e8c\u8005\u7684\u754c\u9650\uff0c\u63a8\u52a8\u667a\u80fd\u7cfb\u7edf\u5411\u66f4\u9ad8\u5c42\u6b21\u8fdb\u5316\u3002<\/span><\/span><\/span><\/section>\n

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\u5c3d\u7ba1\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u878d\u5408\u5145\u6ee1\u673a\u9047\uff0c\u4f46\u5176\u53d1\u5c55\u4ecd\u7136\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002<\/span><\/span>\u8111\u673a\u63a5\u53e3<\/span><\/span>\u7684\u6280\u672f\u6210\u719f\u5ea6\u3001\u7c7b<\/span><\/span>\u8111\u8ba1\u7b97<\/span><\/span>\u7684\u5546\u4e1a\u5316\u5e94\u7528\u3001\u4ee5\u53ca\u667a\u80fd\u534f\u540c\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\uff0c\u90fd\u9700\u8981\u514b\u670d\u4e00\u7cfb\u5217\u6280\u672f\u74f6\u9888\u3002\u540c\u65f6\uff0c\u968f\u7740\u667a\u80fd\u7cfb\u7edf\u7684\u666e\u53ca\uff0c\u9690\u79c1\u3001\u5b89\u5168\u4e0e\u4f26\u7406\u95ee\u9898\u4e5f\u53d8\u5f97\u65e5\u76ca\u7a81\u51fa\u3002\u4f8b\u5982\uff0c<\/span><\/span>\u8111\u673a\u63a5\u53e3<\/span><\/span>\u53ef\u80fd\u6d89\u53ca\u795e\u7ecf\u6570\u636e\u7684\u6ee5\u7528\u98ce\u9669\uff0c\u5982\u4f55\u786e\u4fdd\u7528\u6237\u9690\u79c1\u4e0d\u88ab\u4fb5\u72af\uff1f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u53ef\u80fd\u53d7\u5230\u6570\u636e\u504f\u89c1\u7684\u5f71\u54cd\uff0c\u5bfc\u81f4\u51b3\u7b56\u4e0d\u516c\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u5f80\u5f80\u4e3b\u8981\u6765\u6e90\u4e8e\u53d1\u8fbe\u5730\u533a\uff0c\u5982\u4f55\u4fdd\u969c\u6280\u672f\u7684\u516c\u5e73\u6027\uff1f\u6b64\u5916\uff0c\u667a\u80fd\u878d\u5408\u5e26\u6765\u7684\u793e\u4f1a\u53d8\u9769\u53ef\u80fd\u52a0\u5267\u793e\u4f1a\u5206\u5316\uff0c\u5982\u4f55\u786e\u4fdd\u6280\u672f\u53d1\u5c55\u4e0e\u793e\u4f1a\u5229\u76ca\u76f8\u534f\u8c03\uff1f\u8fd9\u4e9b\u95ee\u9898\u9700\u8981\u79d1\u5b66\u5bb6\u3001\u653f\u7b56\u5236\u5b9a\u8005\u53ca\u793e\u4f1a\u5404\u754c\u5171\u540c\u63a2\u8ba8\uff0c\u5236\u5b9a\u5408\u7406\u7684\u76d1\u7ba1\u6846\u67b6\uff0c\u4ee5<\/span><\/span>\u5e73\u8861\u6280\u672f<\/span><\/span>\u8fdb\u6b65\u4e0e\u4f26\u7406\u8d23\u4efb\u3002<\/span><\/span><\/span><\/section>\n

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\u5c55\u671b\u672a\u6765\uff0c\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u878d\u5408\u4e0d\u4ec5\u662f\u6280\u672f\u53d1\u5c55\u7684\u8d8b\u52bf\uff0c\u66f4\u662f\u667a\u80fd\u6f14\u5316\u7684\u65b0\u9636\u6bb5\u3002\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u9010\u6b65\u878d\u5165\u4eba\u4eec\u7684\u65e5\u5e38\u751f\u6d3b\uff0c\u4ece\u8bed\u97f3\u52a9\u624b\u3001\u667a\u80fd\u533b\u7597\u5230\u81ea\u52a8\u9a7e\u9a76\uff0c\u667a\u80fd\u6280\u672f\u7684\u6e17\u900f\u6b63\u5728\u91cd\u5851\u4eba\u7c7b\u793e\u4f1a\u7684\u8fd0\u884c\u65b9\u5f0f\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u667a\u80fd\u8fdb\u5316\u4e0d\u6b62\u4e8e\u6b64\u3002\u968f\u7740<\/span><\/span>\u8111\u673a\u63a5\u53e3<\/span><\/span>\u6280\u672f\u7684\u6210\u719f\uff0c\u4eba\u7c7b\u53ef\u80fd\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u76f4\u63a5\u589e\u5f3a\u81ea\u8eab\u8ba4<\/span><\/span>\u77e5\u80fd\u529b\uff0c\u4f7f\u8bb0\u5fc6\u3001\u8ba1\u7b97\u548c\u521b\u9020\u80fd\u529b\u5f97\u5230<\/span><\/span>\u6307\u6570\u7ea7<\/span><\/span>\u63d0\u5347\u3002\u7c7b<\/span><\/span>\u8111\u8ba1\u7b97<\/span><\/span>\u7684\u8fdb\u6b65\u5c06\u8fdb\u4e00\u6b65\u7f29\u5c0f\u4eba\u5de5\u667a\u80fd\u4e0e\u751f\u7269\u667a\u80fd\u7684\u5dee\u8ddd\uff0c\u4f7f\u673a\u5668\u66f4\u63a5\u8fd1\u4eba\u7c7b\u7684\u5b66\u4e60\u65b9\u5f0f\u548c\u8ba4\u77e5\u6a21\u5f0f\u3002\u800c\u667a\u80fd\u534f\u540c\u7cfb\u7edf\u7684\u53d1\u5c55\uff0c\u5219\u5c06\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u4e0e\u4eba\u7c7b\u667a\u80fd\u6df1\u5ea6\u878d\u5408\uff0c\u4f7f\u4e2a\u4f53\u80fd\u529b\u5f97\u4ee5\u6269\u5c55\uff0c\u7fa4\u4f53\u667a\u6167\u5f97\u4ee5\u4f18\u5316\uff0c\u6700\u7ec8\u63a8\u52a8\u6574\u4e2a\u793e\u4f1a\u5411\u66f4\u9ad8\u5c42\u6b21\u7684\u667a\u80fd\u6587\u660e\u8fc8\u8fdb\u3002<\/span><\/span><\/span><\/section>\n

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\u603b\u4e4b\uff0c\u4eba\u8111\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u878d\u5408\u4e4b\u8def\uff0c\u4e0d\u4ec5\u4e3a\u4eba\u7c7b\u63a2\u7d22\u667a\u80fd\u7684\u672c\u8d28\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\uff0c\u4e5f\u4e3a\u672a\u6765\u667a\u80fd\u7cfb\u7edf\u7684\u6784\u5efa\u5e26\u6765\u4e86\u524d\u6240\u672a\u6709\u7684\u673a\u9047\u3002\u5982\u4f55\u5728\u6280\u672f\u7a81\u7834\u7684\u540c\u65f6\uff0c\u517c\u987e\u793e\u4f1a\u9700\u6c42\u4e0e\u4f26\u7406<\/span><\/span>\u8003\u91cf<\/span><\/span>\uff0c\u5c06\u662f\u51b3\u5b9a\u667a\u80fd\u878d\u5408\u672a\u6765\u8d70\u5411\u7684\u5173\u952e\u3002\u5728\u8fd9\u6761\u878d\u5408\u4e4b\u8def\u4e0a\uff0c\u4eba\u7c7b\u6b63\u9010\u6b65\u8fc8\u5411\u66f4\u9ad8\u667a\u80fd\u6c34\u5e73\u7684\u65b0\u65f6\u4ee3\u3002<\/span><\/span><\/span><\/section>\n

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\u8d2d\u4e70\u94fe\u63a5\uff1a<\/span><\/span>\u4f5c\u8005\u76ee\u524d\u5f00\u542f\u5feb\u56e2\u56e2\u901a\u9053\uff0c\u8d2d\u4e70\u8005\u53ef\u83b7\u53d6To\u7b7e\u7248\u672c\uff0c\u8bb0\u5f97\u5728\u5907\u6ce8\u586b\u5199\u201c\u540d\u5b57+\u5e0c\u671b\u6536\u5230\u7684\u8bdd\u201d\uff0870\u5143\/\u672c\uff0c\u5305\u90ae\u7b7e\u540d\u7248\uff09\u3002<\/span><\/span><\/span><\/section>\n

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    \n
  1. \n
    LeCun Y, Bengio Y, Hinton G. Deep learning[J]. <\/span><\/span><\/span>N<\/span><\/span>ature, 2015, 521(7553): 436-444.<\/span><\/span><\/span><\/span><\/section>\n<\/li>\n
  2. \n
    <\/span>Felleman D J, Van Essen D C. Distributed hierarchical processing in the primate cerebral cortex[J]. Cerebral <\/span><\/span>C<\/span><\/span>ortex (New York, NY: 1991), 1991, 1(1): 1-47.<\/span><\/span><\/span><\/section>\n<\/li>\n
  3. \n
    <\/span>Yamins<\/span><\/span> D L K, DiCarlo J <\/span><\/span>J<\/span><\/span>. Using goal-driven deep learning models to understand sensory cortex[J]. Nature <\/span><\/span>N<\/span><\/span>euroscience, 2016, 19(3): 356-365.<\/span><\/span><\/span><\/section>\n<\/li>\n
  4. \n
    <\/span>Hassabis D, Kumaran D, Summerfield C, et al. Neuroscience-inspired artificial intelligence[J]. Neuron, 2017, 95(2): 245-258.<\/span><\/span><\/span><\/section>\n<\/li>\n
  5. \n
    <\/span>Holland N D. Early central nervous system evolution: an era of skin <\/span><\/span>brains?[<\/span><\/span>J]. Nature Reviews Neuroscience, 2003, 4(8): 617-627.<\/span><\/span><\/span><\/section>\n<\/li>\n
  6. \n
    <\/span>Mackie G O. Central neural circuitry in the jellyfish <\/span><\/span>Aglantha<\/span><\/span>: a model \u2018simple nervous system\u2019[J]. <\/span><\/span>Neurosignals<\/span><\/span>, 2004, 13(1-2): 5-19.<\/span><\/span><\/span><\/section>\n<\/li>\n
  7. \n
    <\/span>Butler A B, Hodos W. Comparative vertebrate neuroanatomy: evolution and adaptation[M]. John Wiley & Sons, 2005.<\/span><\/span><\/span><\/section>\n<\/li>\n
  8. \n
    <\/span>Krubitzer<\/span><\/span> L, Kaas J. The evolution of the neocortex in mammals: how is phenotypic diversity <\/span><\/span>generated?[<\/span><\/span>J]. Current opinion in neurobiology, 2005, 15(4): 444-453.<\/span><\/span><\/span><\/section>\n<\/li>\n
  9. \n
    <\/span>Herculano-<\/span><\/span>Houzel<\/span><\/span> S. The remarkable, yet not extraordinary, human brain as a scaled-up primate brain and its associated cost[J]. Proceedings of the National Academy of Sciences, 2012, 109(supplement_1): 10661-10668.<\/span><\/span><\/span><\/section>\n<\/li>\n
  10. \n
    <\/span>Enard<\/span><\/span> W, Przeworski M, Fisher S E, et al. Molecular evolution of FOXP2, a gene involved in speech and language[J]. Nature, 2002, 418(6900): 869-872.<\/span><\/span><\/span><\/section>\n<\/li>\n
  11. \n
    <\/span>Jacob F. Evolution and tinkering[J]. Science, 1977, 196(4295): 1161-1166.<\/span><\/span><\/span><\/section>\n<\/li>\n
  12. \n
    <\/span>Newell A, Simon H A. Computer science as empirical inquiry: Symbols and search[M]\/\/ACM Turing award lectures. 2007: 1975.<\/span><\/span><\/span><\/section>\n<\/li>\n
  13. \n
    <\/span>Cortes C, <\/span><\/span>Vapnik<\/span><\/span> V. Support-vector networks[J]. Machine learning, 1995, 20(3): 273-297.<\/span><\/span><\/span><\/section>\n<\/li>\n
  14. \n
    <\/span>LeCun Y, <\/span><\/span>Bottou<\/span><\/span> L, Bengio Y, et al. Gradient-based learning applied to document recognition[J]. Proceedings of the IEEE, 2002, 86(11): 2278-2324.<\/span><\/span><\/span><\/section>\n<\/li>\n
  15. \n
    <\/span>Vaswani A, <\/span><\/span>Shazeer<\/span><\/span> N, Parmar N, et al. Attention is all you need[J]. Advances in neural information processing systems, 2017, 30.<\/span><\/span><\/span><\/section>\n<\/li>\n
  16. \n
    <\/span>Kaplan J, McCandlish S, Henighan T, et al. Scaling laws for neural language models[J]. <\/span><\/span>arXiv<\/span><\/span> preprint arXiv:2001.08361, 2020.<\/span><\/span><\/span><\/section>\n<\/li>\n
  17. \n
    <\/span>Goodfellow I J, <\/span><\/span>Shlens<\/span><\/span> J, Szegedy C. Explaining and harnessing adversarial examples[J]. <\/span><\/span>arXiv<\/span><\/span> preprint arXiv:1412.6572, 2014.<\/span><\/span><\/span><\/section>\n<\/li>\n
  18. \n
    <\/span>Bi G, Poo M. Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type[J]. Journal of <\/span><\/span>N<\/span><\/span>euroscience, 1998, 18(24): 10464-10472.<\/span><\/span><\/span><\/section>\n<\/li>\n
  19. \n
    <\/span>Schultz W, Dayan P, Montague P R. A neural substrate of prediction and reward[J]. Science, 1997, 275(5306): 1593-1599.<\/span><\/span><\/span><\/section>\n<\/li>\n
  20. \n
    <\/span>Laughlin S B, Sejnowski T J. Communication in neuronal networks[J]. Science, 2003, 301(5641): 1870-1874.<\/span><\/span><\/span><\/section>\n<\/li>\n
  21. \n
    <\/span>Merolla P A, Arthur J V, Alvarez-Icaza R, et al. A million spiking-neuron integrated circuit with a scalable communication network and interface[J]. Science, 2014, 345(6197): 668-673.<\/span><\/span><\/span><\/section>\n<\/li>\n
  22. \n
    <\/span>McNaughton B L, O<\/span><\/span>\u2019<\/span><\/span>Reilly R C. Why there are complementary learning systems in the hippocampus and neocortex: Insights from the successes and failures of[J]. Psychological Review, 1995, 102(3): 419-457.<\/span><\/span><\/span><\/section>\n<\/li>\n
  23. \n
    <\/span>Mante V, <\/span><\/span>Sussillo<\/span><\/span> D, Shenoy K V, et al. Context-dependent computation by recurrent dynamics in prefrontal cortex[J]. nature, 2013, 503(7474): 78-84.<\/span><\/span><\/span><\/section>\n<\/li>\n
  24. \n
    <\/span>Vieira S, Pinaya W H L, <\/span><\/span>Mechelli<\/span><\/span> A. Using deep learning to investigate the neuroimaging correlates of psychiatric and neurological disorders: Methods and applications[J]. Neuroscience & Biobehavioral Reviews, 2017, 74: 58-75.<\/span><\/span><\/span><\/section>\n<\/li>\n
  25. \n
    <\/span>Shen G, Horikawa T, Majima K, et al. Deep image reconstruction from human brain activity[J]. <\/span><\/span>PLoS<\/span><\/span><\/span> computational biology, 2019, 15(1): e1006633.<\/span><\/span><\/span><\/span><\/span><\/section>\n<\/li>\n<\/ol>\n


    <\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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    \n

    \u53c2\u8003\u6587\u732e\u53ef<\/span>\u4e0a\u4e0b\u6ed1\u52a8<\/span><\/strong>\u67e5\u770b<\/span><\/p>\n<\/section>\n<\/section>\n

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    <\/span><\/span><\/span><\/strong><\/section>\n<\/section>\n
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    \u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u7b2c\u4e09\u5b63\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


    <\/span><\/span><\/span><\/strong><\/span><\/section>\n

    \u4ece\u5355\u4e2a\u795e\u7ecf\u5143\u7684\u653e\u7535\u5230\u5168\u8111\u8303\u56f4\u7684\u610f\u8bc6\u6d8c\u73b0\uff0c\u7406\u89e3\u667a\u80fd\u7684\u672c\u8d28\u4e0e\u6f14\u5316\u59cb\u7ec8\u662f\u4e00\u4e2a\u5173\u4e8e\u5c3a\u5ea6\u7684\u95ee\u9898\u3002\u66f4\u503c\u5f97\u6df1\u601d\u7684\u662f\uff0c\u65e0\u8bba\u662f\u5fae\u89c2\u7684\u7a81\u89e6\u53ef\u5851\u6027\u3001\u4ecb\u89c2\u7684\u76ae\u5c42\u6a21\u5757\u81ea\u7ec4\u7ec7\uff0c\u8fd8\u662f\u5b8f\u89c2\u7684\u5168\u5c40\u4fe1\u606f\u5e7f\u64ad\uff0c\u4e0d\u540c\u5c3a\u5ea6\u7684\u52a8\u529b\u5b66\u8fc7\u7a0b\u90fd\u5728\u5171\u540c\u5851\u9020\u7740\u8ba4\u77e5\u4e0e\u610f\u8bc6\u3002\u8fd9\u8bf4\u660e\uff0c\u5bf9\u5fc3\u667a\u7684\u7814\u7a76\u4ece\u6700\u521d\u5c31\u5fc5\u987b\u76f4\u9762\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\uff1a\u5c40\u90e8\u7684\u795e\u7ecf\u6d3b\u52a8\u5982\u4f55\u6574\u5408\u4e3a\u7edf\u4e00\u7684\u4f53\u9a8c\uff1f\u5c40\u57df\u7684\u7f51\u7edc\u8fde\u63a5\u53c8\u5982\u4f55\u652f\u6491\u7075\u6d3b\u7684\u667a\u80fd\u884c\u4e3a\uff1f<\/span><\/p>\n

    \u7ee7\u300c\u795e\u7ecf\u52a8\u529b\u5b66\u6a21\u578b<\/a>\u300d\u4e0e\u300c\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66<\/a>\u300d\u8bfb\u4e66\u4f1a\u540e\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u6765\u81ea\u6570\u5b66\u3001\u7269\u7406\u5b66\u3001\u751f\u7269\u5b66\u3001\u795e\u7ecf\u79d1\u5b66\u548c\u8ba1\u7b97\u673a\u7684\u4e00\u7ebf\u7814\u7a76\u8005\u5171\u540c\u53d1\u8d77\u300c\u4ece\u795e\u7ecf\u52a8\u529b\u5b66\u5230\u610f\u8bc6\uff1a\u8de8\u5c3a\u5ea6\u8ba1\u7b97\u3001\u6f14\u5316\u4e0e\u6d8c\u73b0\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u8de8\u8d8a\u5fae\u89c2\u3001\u4ecb\u89c2\u4e0e\u5b8f\u89c2\u7684\u89c6\u89d2\uff0c\u63a2\u7d22\u610f\u8bc6\u4e0e\u667a\u80fd\u7684\u8de8\u5c3a\u5ea6\u8ba1\u7b97\u3001\u6f14\u5316\u4e0e\u6d8c\u73b0\u3002\u91cd\u70b9\u63a2\u8ba8\u7269\u7406\u89c4\u5f8b\u4e0e\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5e2e\u52a9\u6211\u4eec\u8ba4\u8bc6\u795e\u7ecf\u52a8\u529b\u5b66\uff0c\u4ee5\u53ca\u795e\u7ecf\u6d3b\u52a8\u8de8\u5c3a\u5ea6\u7684\u8ba1\u7b97\u4e0e\u6f14\u5316\u5982\u4f55\u6784\u5efa\u5fae\u89c2\u4e0e\u5b8f\u89c2\u3001\u7ed3\u6784\u4e0e\u529f\u80fd\u4e4b\u95f4\u7684\u6865\u6881\u3002<\/span><\/p>\n

    \"\u56fe\u7247\"<\/section>\n
    \n
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    <\/span><\/section>\n

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    <\/strong><\/section>\n
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    <\/strong><\/section>\n
    4. <\/span>\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/span><\/a><\/span><\/strong><\/span>
    <\/span><\/strong><\/strong><\/span><\/section>\n
    <\/strong>5. <\/span><\/strong>\u96c6\u667a\u5b66\u56ed\u7cbe\u54c1\u8bfe\u7a0b\u514d\u8d39\u5f00\u653e\uff0c\u89e3\u9501\u7cfb\u7edf\u79d1\u5b66\u4e0e AI \u65b0\u4e16\u754c<\/span><\/a><\/span><\/strong><\/section>\n

    6. \u9ad8\u8003\u5206\u6570\u53ea\u662f\u5f20\u5165\u573a\u5238\uff0c\u4f60\u7684\u79d1\u7814\u5192\u9669\u5728\u8fd9\u91cc\u542f\u822a\uff01<\/span><\/a><\/span><\/strong><\/p>\n

    7. <\/span><\/span><\/strong><\/strong><\/span>\u91cd\u6574\u5316\u7fa4\u4e0e\u975e\u7ebf\u6027\u7269\u7406\uff0c\u5bfb\u627e\u590d\u6742\u7cfb\u7edf\u8de8\u5c3a\u5ea6\u7684\u5206\u6790\u65b9\u6cd5\u4e28\u65b0\u8bfe\u53d1\u5e03<\/a><\/span><\/strong><\/strong><\/strong><\/strong><\/span><\/p>\n


    <\/span><\/p>\n

    <\/section>\n


    <\/span><\/span><\/p>\n

    \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfe\u7a0b<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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