{"id":152,"date":"2024-12-05T11:30:33","date_gmt":"2024-12-05T11:30:33","guid":{"rendered":"https:\/\/ioe.asaad.morosoftsites.com\/?p=152"},"modified":"2024-12-05T11:30:33","modified_gmt":"2024-12-05T11:30:33","slug":"an-introductory-guide-to-chatbots","status":"publish","type":"post","link":"https:\/\/chinaioe.com\/zh_cn\/an-introductory-guide-to-chatbots\/","title":{"rendered":"\u804a\u5929\u673a\u68b0\u4eba\u5165\u95e8\u6307\u5357"},"content":{"rendered":"<p id=\"viewer-mu9o3\">\u8ba9\u6211\u4eec\u4ece\u804a\u5929\u673a\u68b0\u4eba\u53ef\u4ee5\u505a\u4ec0\u4e48\u5f00\u59cb\u3002CNN\u804a\u5929\u673a\u68b0\u4eba\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u68c0\u7d22\u65b0\u95fb\u3002\u4f60\u544a\u8bc9CNN\u673a\u68b0\u4eba\u4f60\u611f\u5174\u8da3\u7684\u5185\u5bb9\uff0c\u65e0\u8bba\u662f\u590f\u5b63\u5965\u8fd0\u4f1a\u8fd8\u662f\u7f8e\u56fd\u603b\u7edf\u5927\u9009\uff0c\u5b83\u90fd\u4f1a\u5f88\u4e50\u610f\u6311\u9009\u65b0\u95fb\u62a5\u5bfc\u3002\u8fea\u58eb\u5c3c\u4e0d\u65ad\u8fd0\u7528\u673a\u68b0\u4eba\u53d1\u5e03\u5b83\u7684\u7535\u5f71\uff0c\u4f8b\u5982Zootopia 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bot\u662f\u4e2a\u4eba\u52a9\u7406\uff0cHealthtap\u56de\u7b54\u6709\u5173\u533b\u7597\u4e8b\u6545\u7684\u95ee\u9898\uff08yikes\uff01\uff09\u3002\u804a\u5929\u673a\u68b0\u4eba\u53ef\u4ee5\u804a\u5929\u6c14\uff08\u96e8\u8863\uff09\uff0c\u80a1\u7968\u5e02\u573a\uff08\u91d1\u878d\u673a\u5668\u4eba\uff09\uff0c\u8d2d\u7269\u65af\u7279\u9f99\uff09\uff0c\u65c5\u884c\uff08\u76ae\u5212\u8247\uff09\u548c\u51e0\u4e4e\u4efb\u4f55\u5728\u9633\u5149\u5e95\u4e0b\u7684\u4e8b\u60c5\u3002\u4f60\u751a\u81f3\u53ef\u4ee5\u4f7f\u7528Chatbot\u8fdb\u884c\u968f\u673a\u804a\u5929\u6765\u521b\u5efa\u6545\u4e8b\u6216\u6d88\u78e8\u65f6\u95f4\u3002<\/p>\n\n\n\n<p 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id=\"viewer-eehvk\">\u4e00\u4e9b\u6700\u65e9\u7684Chatbot\u8f6f\u4ef6\u662fELIZA\u548cSmarterChild\u3002\u4f0a\u4e3d\u838e\u4e0e\u6cbb\u7597\u5e08\u4e00\u8d77\u7f16\u5199\u4e86\u804a\u5929\u53cd\u5e94\uff0c\u8be2\u95ee\u7528\u6237\u5bf9\u5b83\u4eec\u6240\u8bf4\u7684\u8bdd\u7684\u611f\u53d7\u3002\u5c55\u793a\u4e86\u901a\u8fc7\u4fe1\u98ce\u63a5\u53e3\u6570\u636e\u5e93\u8d44\u6599\u7684\u53ef\u80fd\u6027\u3002\u514b\u91cc\u65af\u6885\u897f\u7eb3\u88ab\u8ba4\u4e3a\u5bf9Chatbot\u7e41\u8363\u505a\u51fa\u4e86\u5de8\u5927\u8d21\u732e\u3002\u4ed6\u76ee\u524d\u662fUber\u7684\u5f00\u53d1\u8005\u7ecf\u9a8c\u9886\u5bfc\u8005\u3002\u4ed6\u7684\u4ef7\u503c\u4e3b\u5f20\u5f88\u7b80\u5355\uff1a\u5728\u6240\u6709\u5e73\u53f0\u4e0a\u90fd\u53ef\u4ee5\u4f7f\u7528Uber\uff0c\u8fd9\u6837\u7528\u6237\u5c31\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9009\u62e9\u9884\u5b9a\u4e00\u8f86\u6c7d\u8f66\u3002\u5c3d\u7ba1Chatbot\u7684\u6545\u4e8b\u4f3c\u4e4e\u5df2\u7ecf\u5f00\u59cb\u4e86\uff0c\u4f46Chatbot\u7684\u6545\u4e8b\u4eceELIZA\u5f00\u59cb\uff0c\u5230Siri\u548cCortana\u7b49\u73b0\u4ee3\u4f1a\u8bdd\u754c\u9762\u5df2\u7ecf\u6709\u4e86\u5f88\u957f\u7684\u8def\u8981\u8d70<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"viewer-gjto7\">\u4ec0\u4e48\u662f\u4e00\u4e2a\u597d\u7684\u673a\u68b0\u4eba\uff1f<\/h3>\n\n\n\n<p id=\"viewer-pef0y\">\u5c31\u50cf\u540d\u79f0\u6240\u793a\uff0c\u673a\u68b0\u4eba\u4e0e\u4eba\u804a\u5929\u3002\u5927\u591a\u6570\u4eba\u90fd\u53ef\u4ee5\u901a\u8fc7\u4fe1\u606f\u4e0e\u5176\u4ed6\u4eba\u804a\u5929\u3002\u56e0\u6b64\uff0c\u6700\u597d\u7684\u673a\u68b0\u4eba\u5c31\u662f\u90a3\u79cd\u8868\u73b0\u5f97\u6700\u50cf\u4eba\u7c7b\u7684\u673a\u68b0\u4eba\u3002\u4e00\u4e2a\u666e\u904d\u63a5\u53d7\u7684\u673a\u68b0\u4eba\u57fa\u51c6\u6d4b\u8bd5\u662f\u56fe\u7075\u6d4b\u8bd5\uff0c\u5176\u4e2d\u67093\u540d\u73a9\u5bb6\u3002\u7b2c\u4e00\u4e2a\u73a9\u5bb6\u4e0e\u53e6\u5916\u4e24\u4e2a\u73a9\u5bb6\u5bf9\u8bdd\uff0c\u5176\u4e2d\u4e00\u4e2a\u662f\u4eba\u7c7b\uff0c\u53e6\u4e00\u4e2a\u662f\u804a\u5929\u673a\u68b0\u4eba\u3002\u57285\u5206\u949f\u5185\uff0c\u7b2c\u4e00\u4e2a\u73a9\u5bb6\u5fc5\u987b\u5728\u4ed6\u4eec\u4e4b\u95f4\u505a\u51fa\u9009\u62e9\uff0c\u5e76\u8bf4\u51fa\u54ea\u4e2a\u662f\u4eba\u7c7b\uff0c\u54ea\u4e2a\u662f\u673a\u68b0\u4eba\u3002Alan Turing\u58f0\u79f0\uff0c\u4e00\u4e2a\u597d\u7684\u804a\u5929\u673a\u68b0\u4eba\u6709\u4e03\u6210\u7684\u65f6\u95f4\u50cf\u4eba\u7c7b\u7684\u8d5e\u8bb8\u3002<\/p>\n\n\n\n<p id=\"viewer-ecr5w\">\u8fd8\u5728\u7b49\u4ec0\u4e48<\/p>\n\n\n\n<p id=\"viewer-jnho5\">Messenger\u670d\u52a1\u5f00\u59cb\u770b\u8d77\u6765\u50cf\u4e0b\u4e00\u4ee3UI\uff0c\u53d6\u4ee3\u4e86\u5e94\u7528\u7a0b\u5e8f\u548c\u7f51\u7ad9\uff0c\u4f01\u4e1a\u6b63\u5728\u54cd\u5e94\u3002\u4e3a\u4e86\u5de9\u56fa\u5176\u5728\u4fe1\u606f\u73af\u5883\u4e2d\u7684\u5730\u4f4d\uff0cFacebook\u6700\u8fd1\u65a5\u8d44220\u4ebf\u7f8e\u5143\u6536\u8d2d\u4e86WhatsApp\u3002\u82b1\u8d39\u4e86\u5927\u91cf\u7684\u91d1\u94b1\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3aFacebook\u7684\u5728\u8fd9\u4e2a\u884c\u4e1a\u770b\u5230\u4e86\u5de8\u5927\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<p id=\"viewer-attnx\">\u636e\u4e1a\u52a1\u5185\u5e55\u60c5\u62a5\u62a5\u5bfc\uff0c\u8fd1\u51e0\u5e74\u6392\u540d\u524d\u56db\u3002\u7684\u6d88\u606f\u5e94\u7528\u7a0b\u5f0f\u5df2\u7ecf\u6210\u4e3a\u524d\u56db\u5927\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\uff0c\u5e76\u4e14\u5df2\u7ecf\u6210\u4e3a\u667a\u80fd\u624b\u673a\u7528\u6237\u4e2d\u6700\u53d7\u6b22\u8fce\u7684\u4e24\u6b3e\u5e94\u7528\u7a0b\u5f0f\u3002\u968f\u7740\u6211\u4eec\u5411\u524d\u53d1\u5c55\uff0c\u793e\u4ea4\u5a92\u4f53\u548c\u4fe1\u606f\u670d\u52a1\u91c7\u7528\u4e4b\u95f4\u7684\u5dee\u8ddd\u5c06\u7ee7\u7eed\u589e\u957f\u3002<\/p>\n\n\n\n<p id=\"viewer-2m43y\">\u7531\u4e8e\u4eba\u4eec\u5728\u901a\u8baf\u5e94\u7528\u7a0b\u5f0f\u4e2d\u82b1\u8d39\u4e86\u5f88\u591a\u65f6\u95f4\uff0c\u56e0\u6b64\u8fd9\u4e9b\u5e94\u7528\u7a0b\u5f0f\u88ab\u89c6\u4e3a\u5e7f\u544a\u7684\u6700\u4f73\u5a92\u4f53\uff0c\u5e76\u4e14\u6700\u8fd1\u4e5f\u88ab\u5e7f\u6cdb\u7528\u4e8e\u5f00\u5c55\u4e1a\u52a1\u5e76\u63d0\u4f9b\u5ba2\u6237\u652f\u63f4\u3002\n\u804a\u5929\u673a\u5668\u4eba\u7684\u65f6\u4ee3\u5df2\u7ecf\u771f\u6b63\u5230\u6765\u4e86\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"viewer-f8f2e\">\u804a\u5929\u673a\u5668\u4eba\u80cc\u540e\u7684\u79d1\u5b66<\/h3>\n\n\n\n<p id=\"viewer-s4rt2\">A Chatbot is a computer program that behaves like a human, that is a classic definition of artificial intelligence. That classic definition is actually an oversimplification as there are a couple of AI technologies at the heart of the chatbot:<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"viewer-hhnlr\"><\/h5>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"viewer-jfngh\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/h3>\n\n\n\n<p id=\"viewer-bau9z\">\u867d\u7136\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6db5\u76d6\u4e86\u5927\u91cf\u4e3b\u9898\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u7c7b\u6bd4\u4e00\u4e2a\u4eba\u5b66\u4e60\u4e00\u95e8\u65b0\u8bed\u8a00\u6765\u6700\u597d\u5730\u7406\u89e3\u5b83\u3002\u521a\u521a\u63a5\u89e6\u67d0\u79cd\u8bed\u8a00\u7684\u4eba\u53ef\u4ee5\u5728\u9605\u8bfb\u6216\u542c\u5230\u5355\u8bcd\u65f6\u7406\u89e3\u4ed6\u4eec\u6240\u77e5\u9053\u7684\u5355\u8bcd\u7684\u542b\u4e49\u3002\u540c\u6837\uff0c\u804a\u5929\u673a\u5668\u4eba\u53ea\u80fd\u7406\u89e3\u8f93\u5165\u5230\u5176\u8bcd\u5178\u4e2d\u7684\u5355\u8bcd\u3002\u867d\u7136\u5c06\u6574\u4e2a\u82f1\u8bed\u8bcd\u5178\u8f93\u5165\u804a\u5929\u673a\u5668\u4eba\u7a0b\u5e8f\u975e\u5e38\u5bb9\u6613\uff0c\u4f46\u544a\u8bc9\u5b83\u5982\u4f55\u5c06\u4e0d\u540c\u7684\u5355\u8bcd\u7ec4\u5408\u6210\u53e5\u5b50\u5219\u8981\u56f0\u96be\u5f97\u591a\u3002\u8ba9\u673a\u5668\u5b66\u4e60\u8bed\u6cd5\u66f4\u52a0\u56f0\u96be\uff08\u5e76\u4e0d\u662f\u8bf4\u4eba\u7c7b\u5b66\u4e60\u8bed\u6cd5\u5f88\u5bb9\u6613\uff01\uff09\u3002\u4e0e\u4eba\u7c7b\u4e0d\u540c\uff0c\u673a\u5668\u4eba\u5982\u679c\u6ca1\u6709\u88ab\u7f16\u7a0b\uff0c\u5c31\u65e0\u6cd5\u7406\u89e3\u5355\u8bcd\u7684\u4e0d\u540c\u4e0a\u4e0b\u6587\u7528\u6cd5\u3002\u81ea\u7136\u8bed\u8a00\u5904\u7406\u662f\u8ba1\u7b97\u673a\u7a0b\u5e8f\u7406\u89e3\u5e38\u89c1\u4e66\u9762\u548c\u53e3\u5934\u8bed\u8a00\u7684\u80fd\u529b\u7684\u540d\u79f0\u3002\u7a0b\u5e8f\u5bf9\u53e5\u5b50\u7684\u7406\u89e3\u8d8a\u597d\uff0c\u5b83\u53ef\u4ee5\u4e3a\u7528\u6237\u63d0\u4f9b\u7684\u56de\u590d\u8d28\u91cf\u5c31\u8d8a\u9ad8\u3002<\/p>\n\n\n\n<p id=\"viewer-49qrj\">\u5982\u4eca NLP \u6700\u597d\u7684\u4f8b\u5b50\u4e4b\u4e00\u5c31\u662f\u5b83\u5728 Google \u641c\u7d22\u4e2d\u7684\u5e94\u7528\u3002\u5728\u8c37\u6b4c\u4e2d\u8f93\u5165\u7c7b\u4f3c\u201c\u897f\u96c5\u56fe\u7684\u5929\u6c14\u600e\u4e48\u6837\u201d\u7684\u5185\u5bb9\uff0c\u8c37\u6b4c\u5c06\u5728\u9875\u9762\u9876\u90e8\u7684\u6f02\u4eae\u5361\u7247\u4e2d\u63d0\u4f9b\u5929\u6c14\u4fe1\u606f\u3002\u8f93\u5165\u201c\u897f\u96c5\u56fe\u4e0b\u96e8\u7684\u53ef\u80fd\u6027\u6709\u591a\u5927\u201d\uff0c\u5b83\u4f1a\u7ed9\u4f60\u76f8\u540c\u7684\u7ed3\u679c\u3002\u8fd9\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u8df5\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u3002 Google bot \u7684 NLP \u7f16\u7a0b\u5df2\u7ecf\u8db3\u591f\u6210\u719f\uff0c\u53ef\u4ee5\u7406\u89e3\uff0c\u5c3d\u7ba1\u95ee\u9898\u548c\u63aa\u8f9e\u7565\u6709\u4e0d\u540c\uff0c\u4f46\u8fd9\u4e24\u79cd\u60c5\u51b5\u90fd\u8981\u6c42\u5b83\u63d0\u53d6\u540c\u4e00\u7ec4\u4fe1\u606f\u3002<\/p>\n\n\n\n<p id=\"viewer-04eaa\">\u4e3a\u4e86\u5b9e\u73b0\u826f\u597d\u7684 NLP\uff0c\u804a\u5929\u673a\u5668\u4eba\u4f1a\u624b\u52a8\u8f93\u5165\u5e38\u89c1\u95ee\u9898\u548c\u7b54\u6848\u7684\u6240\u6709\u53ef\u60f3\u5230\u7684\u53d8\u4f53\u3002\u7136\u540e\u7f16\u5199\u7b97\u6cd5\u6765\u5e2e\u52a9\u673a\u5668\u4eba\u9002\u5e94\u540c\u4e49\u8bcd\uff0c\u5e76\u4e3a\u6a21\u7cca\u5339\u914d\u7559\u4e0b\u8303\u56f4\uff0c\u56e0\u4e3a\u4eba\u4eec\u901a\u5e38\u4f1a\u4ee5\u591a\u79cd\u65b9\u5f0f\u63d0\u51fa\u76f8\u540c\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"viewer-cij81\"><\/h5>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"viewer-rbhay\">\u673a\u5668\u5b66\u4e60\uff08ML\uff09<\/h3>\n\n\n\n<p id=\"viewer-cn9ld\">\u673a\u5668\u5b66\u4e60\u662f\u8ba1\u7b97\u673a\u65e0\u9700\u4efb\u4f55\u786c\u7f16\u7801\u5373\u53ef\u81ea\u884c\u5b66\u4e60\u7684\u80fd\u529b\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5f53\u4eca\u5e02\u573a\u4e0a\u7684\u7edd\u5927\u591a\u6570\u804a\u5929\u673a\u5668\u4eba\u53ef\u80fd\u90fd\u6ca1\u6709\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u3002\u5927\u591a\u6570\u90fd\u4f7f\u7528\u57fa\u4e8e\u68c0\u7d22\u7684\u6a21\u578b\uff0c\u5176\u4e2d\u53ef\u80fd\u7684\u95ee\u9898\u548c\u7b54\u6848\u88ab\u786c\u7f16\u7801\u6210\u7c7b\u4f3c\u6d41\u7a0b\u56fe\u7684\u7ed3\u6784\u3002\u56e0\u6b64\uff0c\u5f53\u4eca\u7684\u5927\u591a\u6570\u804a\u5929\u673a\u5668\u4eba\u5e76\u6ca1\u6709\u771f\u6b63\u5b66\u4e60\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u56de\u7b54\u95ee\u9898\uff0c\u800c\u662f\u4ecd\u5728\u5b66\u4e60\u5728 NLP \u7684\u5e2e\u52a9\u4e0b\u66f4\u597d\u5730\u7406\u89e3\u95ee\u9898\u3002\u5bf9\u4e8e\u4f7f\u7528 IBM Watson \u6216 Google Assistant \u7b49\u673a\u5668\u5b66\u4e60\u7684\u804a\u5929\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\u5b83\u4eec\u6709\u66f4\u591a\u7684\u6570\u636e\u53ef\u4f9b\u5904\u7406\u548c\u8bad\u7ec3\u3002\u4eca\u5929\u548c\u4e0d\u4e45\u7684\u5c06\u6765\u5f00\u53d1\u7684\u4e00\u4e9b\u804a\u5929\u673a\u5668\u4eba\u5c06\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a\u201c\u76d1\u7763\u5b66\u4e60\u201d\u7684\u8fc7\u7a0b\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u3002<\/p>\n\n\n\n<p id=\"viewer-e8vq4\">\u7b80\u800c\u8a00\u4e4b\uff0c\u673a\u5668\u4eba\u9488\u5bf9\u4e0d\u540c\u95ee\u9898\u7ed9\u51fa\u7684\u7b54\u6848\u901a\u5e38\u7531\u4eba\u7c7b\u64cd\u4f5c\u5458\u6839\u636e\u51c6\u786e\u6027\u8fdb\u884c\u8bc4\u7ea7\uff0c\u7136\u540e\u53cd\u9988\u7ed9\u673a\u5668\u4eba\u3002\u56e0\u6b64\uff0c\u673a\u5668\u4eba\u4e0d\u65ad\u5b66\u4e60\u95ee\u9898\u7684\u6b63\u786e\u548c\u9519\u8bef\u7b54\u6848\uff0c\u5e76\u4e0d\u65ad\u6539\u8fdb\u5176\u7b54\u6848\u3002\u5b83\u5c06\u6b63\u786e\u7684\u7b54\u6848\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\u5e76\u62d2\u7edd\u9519\u8bef\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p id=\"viewer-jigoq\">\u673a\u5668\u5b66\u4e60\u53ef\u80fd\u662f\u804a\u5929\u673a\u5668\u4eba\u6700\u91cd\u8981\u7684\u65b9\u9762\uff0c\u5982\u679c\u6ca1\u6709\u673a\u5668\u5b66\u4e60\uff0c\u673a\u5668\u4eba\u5c06\u4fdd\u6301\u6700\u521d\u7684\u806a\u660e\u6216\u611a\u8822\uff0c\u76f4\u5230\u624b\u52a8\u66f4\u6539\u5176\u4ee3\u7801\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"viewer-0hxv2\"><\/h5>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"viewer-oji6w\">\u60c5\u611f\u5206\u6790<\/h3>\n\n\n\n<p id=\"viewer-27rai\">\u5c3d\u7ba1\u673a\u5668\u5b66\u4e60\u5bf9\u4e8e\u804a\u5929\u673a\u5668\u4eba\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u6269\u5c55\u5176\u54cd\u5e94\u8bcd\u5178\u81f3\u5173\u91cd\u8981\uff0c\u5e76\u4e14 NLP \u6709\u52a9\u4e8e\u7406\u89e3\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u548c\u9648\u8ff0\uff0c\u4f46\u8fd9\u4e24\u8005\u4e0d\u8db3\u4ee5\u8ba9\u804a\u5929\u673a\u5668\u4eba\u5728\u5bf9\u8bdd\u4e2d\u83b7\u5f97\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u3002<\/p>\n\n\n\n<p id=\"viewer-izq6q\">\u5bf9\u4e8e\u4efb\u4f55\u5728\u5ba2\u6237\u670d\u52a1\u9886\u57df\u5de5\u4f5c\u8fc7\u4e00\u6bb5\u65f6\u95f4\u7684\u4eba\u6765\u8bf4\uff0c\u4f60\u5bf9\u5ba2\u6237\u7684\u56de\u5e94\u65b9\u5f0f\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u4ed6\u4eec\u5f53\u65f6\u7684\u60c5\u7eea\u72b6\u6001\u3002\u6211\u4eec\u751f\u6d3b\u5728\u4e00\u4e2a\u6d88\u8d39\u8005\u53ef\u4ee5\u901a\u8fc7\u516c\u5171\u6e20\u9053\u8f7b\u677e\u5411\u516c\u53f8\u8868\u8fbe\u4e0d\u6ee1\u7684\u65f6\u4ee3\uff0c\u56e0\u6b64\u4e86\u89e3\u5ba2\u6237\u4f55\u65f6\u8fc7\u70ed\u5e76\u63d0\u4f9b\u989d\u5916\u7684\u8ba9\u6b65\u5bf9\u4e8e\u6210\u529f\u7ba1\u7406\u5ba2\u6237\u5173\u7cfb\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p id=\"viewer-vpowi\">NLP \u83b7\u53d6\u4e00\u4e2a\u53e5\u5b50\u5e76\u5c06\u5176\u5206\u89e3\u4e3a\u7f16\u7801\u5143\u7d20\u4ee5\u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u7406\u89e3\u5185\u5bb9\uff0c\u800c\u60c5\u611f\u5206\u6790\u5219\u8bd5\u56fe\u5728\u60c5\u611f\u5c3a\u5ea6\u4e0a\u5bf9\u4e00\u4e2a\u53e5\u5b50\u6216\u4e00\u7cfb\u5217\u53e5\u5b50\u7684\u4e0a\u4e0b\u6587\u8fdb\u884c\u4ece\u5b8c\u5168\u79ef\u6781\u5230\u5b8c\u5168\u6d88\u6781\u7684\u8bc4\u4f30\u3002\u5f53\u7528\u6237\u6dfb\u52a0\u8fd9\u53e5\u8bdd\u65f6\uff0c\u6bcf\u4e2a\u4eba\u90fd\u4f1a\u542c\u5230\u8d35\u516c\u53f8\u4e3a\u6211\u63d0\u4f9b\u7684\u670d\u52a1\u7c7b\u578b\uff0c\u8fd9\u5728 NLP \u4e2d\u6ca1\u6709\u4efb\u4f55\u5f71\u54cd\u3002\u7136\u800c\uff0c\u60c5\u7eea\u5206\u6790\u4f1a\u5c06\u9648\u8ff0\u4e0e\u4e4b\u524d\u7684\u5bf9\u8bdd\u7ed3\u5408\u8d77\u6765\uff0c\u5e76\u51b3\u5b9a\u662f\u7528\u8c22\u8c22\u56de\u5e94\u8fd8\u662f\u8fdb\u5165\u635f\u5bb3\u63a7\u5236\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"viewer-4s9ns\"><\/h5>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"viewer-c8r1m\">\u6d4b\u8bd5<\/h3>\n\n\n\n<p 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