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\u5c5e\u6027\u7684\u7ec4\u5408\u6355\u6349\u8bed\u8a00\u7684\u7ed3\u6784\u548c\u529f\u80fd\uff0c\u53ef\u4ee5\u589e\u5f3a\u7cfb\u7edf\u7684\u7406\u89e3\u80fd\u529b\u3002<\/li>\n<li><strong>\u6570\u636e\u7a00\u7f3a\u6027\u548c\u8d28\u91cf<\/strong>\uff1a\u5bf9\u4e8e\u67d0\u4e9b\u9886\u57df\u548c\u8bed\u8a00\uff0c\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u4ecd\u7136\u7a00\u7f3a\u3002\u6570\u636e\u7684\u8d28\u91cf\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n<li><strong>\u957f\u6587\u672c\u548c\u590d\u6742\u7ed3\u6784\u7684\u7406\u89e3<\/strong>\uff1a\u957f\u6587\u672c\u548c\u590d\u6742\u7ed3\u6784\uff08\u5982\u8868\u683c\u3001\u5217\u8868\u7b49\uff09\u7684\u7406\u89e3\u662f\u8bed\u4e49\u7406\u89e3\u7684\u53e6\u4e00\u4e2a\u6311\u6218\u3002\u8fd9\u4e9b\u6587\u672c\u5f80\u5f80\u5305\u542b\u4e30\u5bcc\u7684\u4fe1\u606f\u548c\u590d\u6742\u7684\u8bed\u4e49\u5173\u7cfb\u3002\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u6709\u6548\u5730\u5904\u7406\u548c\u7406\u89e3\u8fd9\u4e9b\u590d\u6742\u7ed3\u6784\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u5e76\u7406\u89e3\u5176\u6df1\u5c42\u542b\u4e49\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u6027\u548c\u6548\u7387<\/strong>\uff1a\u5728\u8bb8\u591a\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5982\u5b9e\u65f6\u5bf9\u8bdd\u7cfb\u7edf\u548c\u5728\u7ebf\u95ee\u7b54\uff0c\u5bf9\u8bed\u4e49\u7406\u89e3\u7cfb\u7edf\u7684\u5b9e\u65f6\u6027\u548c\u6548\u7387\u6709\u5f88\u9ad8\u7684\u8981\u6c42\u3002\u7cfb\u7edf\u9700\u8981\u5728\u6781\u77ed\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u590d\u6742\u7684\u8bed\u4e49\u5206\u6790\u548c\u7406\u89e3\u4efb\u52a1\uff0c\u8fd9\u5bf9\u8ba1\u7b97\u8d44\u6e90\u548c\u7b97\u6cd5\u6548\u7387\u63d0\u51fa\u4e86\u6311\u6218\u3002<\/li>\n<\/ul>\n<h2>\u8bed\u4e49\u7406\u89e3\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u8bed\u4e49\u7406\u89e3\u4f5c\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u5173\u952e\u9886\u57df\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u548cNLP\u7b97\u6cd5\u7684\u53d1\u5c55\uff0c\u8bed\u4e49\u7406\u89e3\u5728\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u65b9\u9762\u663e\u8457\u63d0\u5347\u3002\u901a\u8fc7\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u548c\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u65b0\u578b\u7cfb\u7edf\u80fd\u591f\u66f4\u51c6\u786e\u5730\u6355\u6349\u8bed\u53e5\u610f\u56fe\uff0c\u5e76\u63d0\u9ad8\u5bf9\u8bdd\u8fde\u8d2f\u6027\u548c\u903b\u8f91\u6027\u3002\u672a\u6765\u8bed\u4e49\u7406\u89e3\u5c06\u66f4\u52a0\u6ce8\u91cd\u667a\u80fd\u5316\u548c\u4eba\u6027\u5316\uff0c\u5f15\u5165\u591a\u6a21\u6001\u5b66\u4e60\u6280\u672f\uff0c\u5f00\u53d1\u80fd\u591f\u540c\u65f6\u5904\u7406\u6587\u672c\u3001\u8bed\u97f3\u548c\u56fe\u50cf\u4fe1\u606f\u7684\u7cfb\u7edf\uff0c\u63d0\u9ad8\u7406\u89e3\u7684\u5168\u9762\u6027\u548c\u51c6\u786e\u6027\u3002\u60c5\u611f\u8bed\u4e49\u7406\u89e3\u7cfb\u7edf\u7684\u53d1\u5c55\uff0c\u80fd\u591f\u8bc6\u522b\u5e76\u56de\u5e94\u4eba\u7c7b\u60c5\u611f\u53d8\u5316\uff0c\u63d0\u9ad8\u4eba\u673a\u4ea4\u4e92\u7684\u81ea\u7136\u5ea6\u548c\u4eb2\u548c\u529b\uff0c\u5c06\u662f\u672a\u6765\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002\u4e3a\u4e86\u63d0\u9ad8\u7cfb\u7edf\u7684\u900f\u660e\u5ea6\u548c\u53ef\u63a7\u6027\uff0c\u5f00\u53d1\u5177\u6709\u66f4\u597d\u89e3\u91ca\u6027\u548c\u53ef\u5ba1\u8ba1\u6027\u7684\u8bed\u4e49\u7406\u89e3\u7cfb\u7edf\uff0c\u4e5f\u662f\u672a\u6765\u7814\u53d1\u7684\u5173\u952e\u70b9\u4e4b\u4e00\u3002\u8bed\u4e49\u7406\u89e3\u5c06\u5728\u66f4\u591a\u9886\u57df\u5c55\u73b0\u5176\u4ef7\u503c\uff0c\u5982\u641c\u7d22\u5f15\u64ce\u3001\u667a\u80fd\u5ba2\u670d\u3001\u8bed\u97f3\u52a9\u624b\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u5185\u5bb9\u63a8\u8350\u7cfb\u7edf\u3001\u533b\u5b66\u3001\u91d1\u878d\u548c\u6559\u80b2\u7b49\u3002\u5168\u7403\u8bed\u4e49\u7406\u89e3\u5e02\u573a\u9884\u8ba1\u5c06\u6301\u7eed\u589e\u957f\uff0c\u4e0d\u540c\u5730\u533a\u548c\u5e94\u7528\u7684\u9500\u552e\u989d\u548c\u5e02\u573a\u4efd\u989d\u5c06\u7ee7\u7eed\u6269\u5927\u3002\u7efc\u4e0a\u6240\u8ff0\uff0c\u8bed\u4e49\u7406\u89e3\u6280\u672f\u7684\u53d1\u5c55\u524d\u666f\u770b\u597d\uff0c\u5c06\u4e0d\u65ad\u63a8\u52a8\u4eba\u673a\u4ea4\u4e92\u7684\u8fb9\u754c\uff0c\u4e3a\u5404\u884c\u5404\u4e1a\u5e26\u6765\u6df1\u8fdc\u5f71\u54cd\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u8bed\u4e49\u7406\u89e3\uff08Semantic Understanding\uff09\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u9886\u57df\uff0c\u5b83\u6d89\u53ca\u5230\u4ece\u6587\u672c\u6570\u636e\u4e2d\u63d0\u53d6\u610f\u4e49\u548c\u4fe1\u606f\u7684\u8fc7\u7a0b\u3002\u8bed\u4e49\u7406\u89e3\u65e8\u5728\u7406\u89e3\u548c\u89e3\u91ca\u6587\u672c\u7684\u5185\u5728\u542b\u4e49\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5bf9\u5355\u8bcd\u6216\u77ed\u8bed\u7684\u7b80\u5355\u7406\u89e3\uff0c\u800c\u662f\u6df1\u5165\u63a2\u7d22\u6587\u672c\u7684\u8bed\u5883\u3001\u5173\u7cfb\u3001\u610f\u56fe\u548c\u60c5\u611f\u3002\u8bed\u4e49\u7406\u89e3\u5728NLP\u4e2d\u626e\u6f14\u7740\u5173\u952e\u89d2\u8272\uff0c\u4e3a\u66f4\u9ad8\u7ea7\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u63d0\u4f9b\u4e86\u57fa\u7840\uff0c\u5982\u95ee\u7b54\u7cfb\u7edf\u3001\u60c5\u611f\u5206\u6790\u3001\u6458\u8981\u751f\u6210\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u3002\u8bed\u4e49\u7406\u89e3\u6280\u672f\u5305\u62ec\u8bcd\u4e49\u6d88\u6b67\u3001\u53e5\u6cd5\u5206\u6790\u3001\u8bed\u4e49\u89d2\u8272\u6807\u6ce8\u7b49\u591a\u4e2a\u65b9\u9762\uff0c\u8fd9\u4e9b\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u8ba1\u7b97\u673a\u66f4\u597d\u5730\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u7684\u542b\u4e49\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u52a0\u667a\u80fd\u7684\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u3002 \u4ec0\u4e48\u662f\u8bed\u4e49\u7406\u89e3 \u8bed\u4e49\u7406\u89e3\uff08Semantic Understanding\uff09\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u9886\u57df\uff0c\u5173\u6ce8\u4e8e\u7406\u89e3\u548c\u89e3\u91ca\u6587\u672c\u4e2d\u8bcd\u6c47\u3001\u77ed\u8bed\u548c\u53e5\u5b50\u7684\u542b\u4e49\u3002\u6d89\u53ca\u5b57\u9762\u610f\u4e49\uff0c\u8fd8\u5305\u62ec\u4e0a\u4e0b\u6587\u3001\u9690\u542b\u610f\u4e49\u4ee5\u53ca\u8bf4\u8bdd\u8005\u610f\u56fe\u7b49\u591a\u5c42\u6b21\u4fe1\u606f\u7684\u89e3\u6790\u3002\u901a\u8fc7\u8bed\u4e49\u7406\u89e3\uff0c\u8ba1\u7b97\u673a\u80fd\u66f4\u51c6\u786e\u5730\u5904\u7406\u8bed\u8a00\uff0c\u5b9e\u73b0\u66f4\u6709\u610f\u4e49\u7684\u4ea4\u4e92\uff0c\u5982\u5728\u804a\u5929\u673a\u5668\u4eba\u3001\u865a\u62df\u52a9\u624b\u548c\u8bed\u8a00\u7ffb\u8bd1\u5de5\u5177\u4e2d\u7684\u5e94\u7528\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u8bed\u4e49\u7406\u89e3\u4f7f\u673a\u5668\u80fd\u591f\u6df1\u5165\u628a\u63e1\u4eba\u7c7b\u8bed\u8a00\u7684\u771f\u5b9e\u610f\u56fe\u548c\u60c5\u611f\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u52a0\u667a\u80fd\u548c\u4e2a\u6027\u5316\u7684\u670d\u52a1\u3002 \u8bed\u4e49\u7406\u89e3\u7684\u5de5\u4f5c\u539f\u7406 \u8bed\u4e49\u7406\u89e3\uff08Semantic Understanding\uff09\u9996\u5148\u9700\u8981\u786e\u5b9a\u591a\u4e49\u8bcd\u5728\u7279\u5b9a\u4e0a\u4e0b\u6587\u4e2d\u7684\u6b63\u786e\u542b\u4e49\uff0c\u4f8b\u5982\u201cbank\u201d\u53ef\u4ee5\u6307\u201c\u94f6\u884c\u201d\u6216\u201c\u6cb3\u5cb8\u201d\u3002\u5206\u6790\u8bcd\u4e0e\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u7406\u89e3\u53e5\u5b50\u7684\u7ed3\u6784\uff0c\u901a\u8fc7\u6784\u5efa\u4f9d\u5b58\u6811\u63ed\u793a\u53e5\u5b50\u6210\u5206\u4e4b\u95f4\u7684\u8bed\u4e49\u8054\u7cfb\u3002\u8bc6\u522b\u53e5\u5b50\u4e2d\u8c13\u8bcd\u4e0e\u5176\u76f8\u5173\u540d\u8bcd\u77ed\u8bed\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5982\u52a8\u4f5c\u7684\u65bd\u4e8b\u8005\u548c\u53d7\u4e8b\u8005\u3002\u8bc6\u522b\u5e76\u94fe\u63a5\u6587\u672c\u4e2d\u6307\u4ee3\u540c\u4e00\u5b9e\u4f53\u7684\u8bcd\u8bed\uff0c\u89e3\u51b3\u6587\u672c\u7684\u8fde\u8d2f\u6027\u548c\u5b9e\u4f53\u95f4\u5173\u7cfb\u3002\u5c06\u53e5\u5b50\u8f6c\u6362\u4e3a\u6982\u5ff5\u6216\u5b9e\u4f53\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u7684\u8868\u8fbe\u6620\u5c04\u5230\u66f4\u62bd\u8c61\u7684\u8bed\u4e49\u8868\u793a\u3002\u901a\u8fc7\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u5c5e\u6027\u7684\u7ec4\u5408\u6355\u6349\u8bed\u8a00\u7684\u7ed3\u6784\u548c\u529f\u80fd\uff0c\u589e\u5f3a\u7cfb\u7edf\u7684\u7406\u89e3\u80fd\u529b\u3002\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u548c\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5982BERT\u3001GPT\u7b49\uff0c\u5728\u5927\u91cf\u6587\u672c\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\uff0c\u5b66\u4e60\u5230\u4e30\u5bcc\u7684\u8bed\u8a00\u6a21\u5f0f\u548c\u8bed\u4e49\u4fe1\u606f\u3002\u8003\u8651\u5bf9\u8bdd\u5386\u53f2\u3001\u7528\u6237\u610f\u56fe\u3001\u6587\u5316\u80cc\u666f\u7b49\u56e0\u7d20\uff0c\u51c6\u786e\u7406\u89e3\u8bed\u8a00\u7684\u542b\u4e49\u3002\u8fd9\u4e9b\u5171\u540c\u4f5c\u7528\uff0c\u4f7f\u8ba1\u7b97\u673a\u80fd\u6df1\u5165\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u7684\u771f\u5b9e\u610f\u56fe\u548c\u60c5\u611f\uff0c\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u3002 \u8bed\u4e49\u7406\u89e3\u7684\u4e3b\u8981\u5e94\u7528 \u95ee\u7b54\u7cfb\u7edf\uff1a\u901a\u8fc7\u8bed\u4e49\u5206\u6790\u7406\u89e3\u7528\u6237\u7684\u63d0\u95ee\uff0c\u4ece\u800c\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u3002 \u63a8\u8350\u7cfb\u7edf\uff1a\u5206\u6790\u7528\u6237\u8f93\u5165\u7684\u8bed\u4e49\uff0c\u4e3a\u5176\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u63a8\u8350\u3002 \u60c5\u611f\u5206\u6790\uff1a\u5728\u4ea7\u54c1\u8bc4\u8bba\u3001\u793e\u4ea4\u5a92\u4f53\u4e2d\u8bc6\u522b\u7528\u6237\u7684\u60c5\u611f\u503e\u5411\uff0c\u7528\u4e8e\u5e02\u573a\u5206\u6790\u548c\u8206\u8bba\u76d1\u63a7\u3002 \u673a\u5668\u7ffb\u8bd1\uff1a\u5728\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\uff0c\u51c6\u786e\u7406\u89e3\u6e90\u8bed\u8a00\u7684\u8bed\u4e49\uff0c\u4ee5\u751f\u6210\u66f4\u81ea\u7136\u7684\u8bd1\u6587\u3002 \u5bf9\u8bdd\u7cfb\u7edf\uff1a\u5b9e\u73b0\u667a\u80fd\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u9700\u8981\u6df1\u5165\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\u548c\u9700\u6c42\u3002 \u8bed\u4e49\u7406\u89e3\u9762\u4e34\u7684\u6311\u6218 \u8bed\u4e49\u6b67\u4e49\u6027\uff1a\u662f\u6307\u8bed\u8a00\u4e2d\u7684\u591a\u4e49\u8bcd\u6216\u591a\u4e49\u8868\u8fbe\uff0c\u8fd9\u5728\u81ea\u7136\u8bed\u8a00\u4e2d\u975e\u5e38\u666e\u904d\u3002\u4f8b\u5982\uff0c\u201cbank\u201d\u65e2\u53ef\u4ee5\u6307\u201c\u6cb3\u5cb8\u201d\u4e5f\u53ef\u4ee5\u6307\u201c\u94f6\u884c\u201d\u3002\u8bed\u4e49\u7406\u89e3\u7cfb\u7edf\u9700\u8981\u51c6\u786e\u5730\u8bc6\u522b\u548c\u89e3\u6790\u8fd9\u4e9b\u591a\u4e49\u8bcd\u5728\u7279\u5b9a\u4e0a\u4e0b\u6587\u4e2d\u7684\u6b63\u786e\u542b\u4e49\u3002 \u4e0a\u4e0b\u6587\u4f9d\u8d56\u6027\uff1a\u81ea\u7136\u8bed\u8a00\u7684\u7406\u89e3\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u8bed\u4e49\u7406\u89e3\u7cfb\u7edf\u5fc5\u987b\u80fd\u591f\u6355\u6349\u548c\u5229\u7528\u5bf9\u8bdd\u5386\u53f2\u3001\u7528\u6237\u610f\u56fe\u3001\u6587\u5316\u80cc\u666f\u7b49\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002 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