{"id":50133,"date":"2024-01-18T09:43:00","date_gmt":"2024-01-18T12:43:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/peer-review-process-copy\/"},"modified":"2024-01-15T15:37:02","modified_gmt":"2024-01-15T18:37:02","slug":"automated-content-analysis","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/zh\/automated-content-analysis\/","title":{"rendered":"\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff1a\u5f00\u53d1\u6587\u672c\u6570\u636e\u7684\u8d22\u5bcc"},"content":{"rendered":"

\u5728\u4fe1\u606f\u65f6\u4ee3\uff0c\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff08ACA\uff09\u4e3a\u4ece\u6d77\u91cf\u6587\u672c\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u63d0\u4f9b\u4e86\u4e00\u79cd\u53d8\u9769\u6027\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u5229\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u6316\u6398\uff0cACA \u5b9e\u73b0\u4e86\u5206\u6790\u8fc7\u7a0b\u7684\u81ea\u52a8\u5316\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u548c\u5206\u6790\u4eba\u5458\u80fd\u591f\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u9760\u5730\u53d1\u73b0\u6a21\u5f0f\u3001\u60c5\u611f\u548c\u4e3b\u9898\u3002ACA \u51ed\u501f\u53ef\u6269\u5c55\u6027\u3001\u5ba2\u89c2\u6027\u548c\u4e00\u81f4\u6027\u589e\u5f3a\u4e86\u4f01\u4e1a\u7684\u5b9e\u529b\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u57fa\u4e8e\u6570\u636e\u9a71\u52a8\u7684\u6d1e\u5bdf\u529b\u7684\u51b3\u7b56\u3002ACA \u80fd\u591f\u5904\u7406\u5404\u79cd\u5f62\u5f0f\u7684\u6587\u672c\u5185\u5bb9\uff0c\u5305\u62ec\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u5ba2\u6237\u8bc4\u8bba\u3001\u65b0\u95fb\u6587\u7ae0\u7b49\uff0c\u5df2\u6210\u4e3a\u5b66\u8005\u3001\u8425\u9500\u4eba\u5458\u548c\u51b3\u7b56\u8005\u4ece\u5e7f\u9614\u7684\u6570\u5b57\u9886\u57df\u63d0\u53d6\u6709\u610f\u4e49\u548c\u53ef\u64cd\u4f5c\u4fe1\u606f\u7684\u4e0d\u53ef\u6216\u7f3a\u7684\u8d44\u4ea7\u3002<\/p>\n\n\n\n

\u4ec0\u4e48\u662f\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff1f<\/strong><\/h2>\n\n\n\n

\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff08ACA\uff09\u662f\u4f7f\u7528\u8ba1\u7b97\u65b9\u6cd5\u548c\u7b97\u6cd5\u4ece\u5927\u91cf\u6587\u672c\u3001\u97f3\u9891\u6216\u89c6\u9891\u5185\u5bb9\u4e2d\u5206\u6790\u548c\u63d0\u53d6\u6709\u610f\u4e49\u4fe1\u606f\u7684\u8fc7\u7a0b\u3002\u5b83\u6d89\u53ca\u5e94\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)\u3001\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u6316\u6398\u7684\u5404\u79cd\u6280\u672f\uff0c\u5bf9\u5185\u5bb9\u8fdb\u884c\u81ea\u52a8\u5f52\u7c7b\u3001\u5206\u7c7b\u3001\u63d0\u53d6\u6216\u603b\u7ed3\u3002\u901a\u8fc7\u81ea\u52a8\u5206\u6790\u5927\u578b\u6570\u636e\u96c6\uff0cACA \u4f7f\u7814\u7a76\u4eba\u5458\u548c\u5206\u6790\u4eba\u5458\u80fd\u591f\u66f4\u9ad8\u6548\u3001\u66f4\u6709\u6548\u5730\u83b7\u5f97\u6d1e\u5bdf\u529b\u5e76\u505a\u51fa\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n

\u76f8\u5173\u6587\u7ae0 \u79d1\u5b66\u4e2d\u7684\u4eba\u5de5\u667a\u80fd<\/strong><\/a><\/p>\n\n\n\n

\u6839\u636e\u5206\u6790\u5185\u5bb9\u7684\u7c7b\u578b\u548c\u7814\u7a76\u76ee\u6807\u7684\u4e0d\u540c\uff0cACA \u91c7\u7528\u7684\u5177\u4f53\u6280\u672f\u4e5f\u4f1a\u6709\u6240\u4e0d\u540c\u3002\u4e00\u4e9b\u5e38\u89c1\u7684 ACA \u65b9\u6cd5\u5305\u62ec<\/p>\n\n\n\n

\u6587\u672c\u5206\u7c7b\uff1a<\/strong> \u6839\u636e\u6587\u672c\u6587\u6863\u7684\u5185\u5bb9\u4e3a\u5176\u6307\u5b9a\u9884\u5b9a\u4e49\u7684\u7c7b\u522b\u6216\u6807\u7b7e\u3002\u4f8b\u5982\uff0c\u60c5\u611f\u5206\u6790\u3001\u4e3b\u9898\u5206\u7c7b\u6216\u5783\u573e\u90ae\u4ef6\u68c0\u6d4b\u3002<\/p>\n\n\n\n

\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\uff1a<\/strong> \u5bf9\u6587\u672c\u6570\u636e\u4e2d\u7684\u547d\u540d\u5b9e\u4f53\uff08\u5982\u540d\u79f0\u3001\u5730\u70b9\u3001\u7ec4\u7ec7\u6216\u65e5\u671f\uff09\u8fdb\u884c\u8bc6\u522b\u548c\u5206\u7c7b\u3002<\/p>\n\n\n\n

\u60c5\u611f\u5206\u6790\uff1a<\/strong> \u786e\u5b9a\u6587\u672c\u6570\u636e\u7684\u60c5\u611f\u6216\u60c5\u7eea\u57fa\u8c03\uff0c\u901a\u5e38\u5206\u4e3a\u6b63\u9762\u3001\u8d1f\u9762\u6216\u4e2d\u6027\u3002\u8fd9\u79cd\u5206\u6790\u6709\u52a9\u4e8e\u4e86\u89e3\u516c\u4f17\u8206\u8bba\u3001\u5ba2\u6237\u53cd\u9988\u6216\u793e\u4ea4\u5a92\u4f53\u60c5\u611f\u3002<\/p>\n\n\n\n

\u4e3b\u9898\u5efa\u6a21\uff1a <\/strong>\u53d1\u73b0\u6587\u4ef6\u96c6\u4e2d\u7684\u6f5c\u5728\u4e3b\u9898\u6216\u8bdd\u9898\u3002\u5b83\u6709\u52a9\u4e8e\u53d1\u73b0\u6f5c\u5728\u7684\u6a21\u5f0f\uff0c\u5e76\u786e\u5b9a\u5185\u5bb9\u4e2d\u8ba8\u8bba\u7684\u4e3b\u8981\u4e3b\u9898\u3002<\/p>\n\n\n\n

\u6587\u672c\u6458\u8981\uff1a <\/strong>\u751f\u6210\u6587\u672c\u6587\u4ef6\u7684\u7b80\u660e\u6458\u8981\uff0c\u4ee5\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u6216\u7f29\u77ed\u5185\u5bb9\u957f\u5ea6\uff0c\u540c\u65f6\u4fdd\u7559\u5176\u542b\u4e49\u3002<\/p>\n\n\n\n

\u56fe\u50cf\u6216\u89c6\u9891\u5206\u6790\uff1a <\/strong>\u5229\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u81ea\u52a8\u5206\u6790\u89c6\u89c9\u5185\u5bb9\uff0c\u5982\u8bc6\u522b\u56fe\u50cf\u6216\u89c6\u9891\u4e2d\u7684\u7269\u4f53\u3001\u573a\u666f\u3001\u9762\u90e8\u8868\u60c5\u6216\u60c5\u611f\u3002<\/p>\n\n\n\n

\u81ea\u52a8\u5185\u5bb9\u5206\u6790\u6280\u672f\u53ef\u4ee5\u5927\u5927\u52a0\u5feb\u5206\u6790\u8fc7\u7a0b\uff0c\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\uff0c\u5e76\u51cf\u5c11\u5bf9\u4eba\u5de5\u7684\u4f9d\u8d56\u3002\u4e0d\u8fc7\uff0c\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u81ea\u52a8\u5185\u5bb9\u5206\u6790\u65b9\u6cd5\u5e76\u975e\u5b8c\u7f8e\u65e0\u7455\uff0c\u53ef\u80fd\u4f1a\u53d7\u5230\u6240\u4f7f\u7528\u7684\u6570\u636e\u6216\u7b97\u6cd5\u4e2d\u56fa\u6709\u7684\u504f\u5dee\u6216\u9650\u5236\u7684\u5f71\u54cd\u3002\u8981\u9a8c\u8bc1\u548c\u89e3\u91ca ACA \u7cfb\u7edf\u5f97\u51fa\u7684\u7ed3\u679c\uff0c\u901a\u5e38\u9700\u8981\u4eba\u5de5\u53c2\u4e0e\u548c\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u3002<\/p>\n\n\n\n

\u53e6\u8bf7\u9605\u8bfb \u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u5728\u5b66\u672f\u7814\u7a76\u4e2d\u7684\u4f5c\u7528<\/strong><\/a><\/p>\n\n\n\n

\u81ea\u52a8\u5185\u5bb9\u5206\u6790\u7684\u5386\u53f2<\/strong><\/h3>\n\n\n\n

\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff08ACA\uff09\u7684\u5386\u53f2\u53ef\u4ee5\u8ffd\u6eaf\u5230\u8ba1\u7b97\u8bed\u8a00\u5b66\u9886\u57df\u7684\u65e9\u671f\u53d1\u5c55\u548c\u4ee5\u4e0b\u6280\u672f\u7684\u51fa\u73b0 \u81ea\u7136\u8bed\u8a00\u5904\u7406<\/a> (NLP) \u6280\u672f\u3002\u4ee5\u4e0b\u662f\u963f\u5361\u7d22\u5386\u53f2\u4e0a\u91cd\u8981\u91cc\u7a0b\u7891\u7684\u6982\u8ff0\uff1a<\/p>\n\n\n\n

20 \u4e16\u7eaa 50 \u5e74\u4ee3\u81f3 60 \u5e74\u4ee3<\/strong> \u8ba1\u7b97\u8bed\u8a00\u5b66\u548c\u673a\u5668\u7ffb\u8bd1\u7684\u8bde\u751f\u4e3a ACA \u5960\u5b9a\u4e86\u57fa\u7840\u3002\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u63a2\u7d22\u4f7f\u7528\u8ba1\u7b97\u673a\u5904\u7406\u548c\u5206\u6790\u4eba\u7c7b\u8bed\u8a00\u7684\u65b9\u6cd5\u3002\u65e9\u671f\u7684\u7814\u7a76\u4fa7\u91cd\u4e8e\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\u548c\u7b80\u5355\u7684\u6a21\u5f0f\u5339\u914d\u3002<\/p>\n\n\n\n

1970 \u5e74\u4ee3\u81f3 1980 \u5e74\u4ee3 <\/strong>\u968f\u7740\u66f4\u5148\u8fdb\u7684\u8bed\u8a00\u5b66\u7406\u8bba\u548c\u7edf\u8ba1\u65b9\u6cd5\u7684\u53d1\u5c55\uff0cACA \u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\u3002\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u5e94\u7528\u8bcd\u9891\u5206\u6790\u3001\u8fde\u8bcd\u548c\u642d\u914d\u5206\u6790\u7b49\u7edf\u8ba1\u6280\u672f\uff0c\u4ece\u6587\u672c\u8bed\u6599\u5e93\u4e2d\u63d0\u53d6\u4fe1\u606f\u3002<\/p>\n\n\n\n

1990s: <\/strong>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u51fa\u73b0\uff0c\u7279\u522b\u662f\u7edf\u8ba1\u5efa\u6a21\u7684\u5174\u8d77\u548c\u5927\u91cf\u6587\u672c\u8bed\u6599\u7684\u51fa\u73b0\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86 ACA\u3002\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u4f7f\u7528\u51b3\u7b56\u6811\u7b49\u6280\u672f\u3001 \u76f4\u89c9\u8d1d\u53f6\u65af<\/a>\u4ee5\u53ca\u652f\u6301\u5411\u91cf\u673a\uff0c\u7528\u4e8e\u6587\u672c\u5206\u7c7b\u3001\u60c5\u611f\u5206\u6790\u548c\u4e3b\u9898\u5efa\u6a21\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n

2000s:<\/strong> \u968f\u7740\u4e92\u8054\u7f51\u7684\u53d1\u5c55\u548c\u6570\u5b57\u5185\u5bb9\u7684\u6fc0\u589e\uff0c\u5bf9\u81ea\u52a8\u5206\u6790\u6280\u672f\u7684\u9700\u6c42\u4e5f\u968f\u4e4b\u589e\u52a0\u3002\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u5229\u7528\u7f51\u7edc\u641c\u522e\u548c\u7f51\u7edc\u722c\u884c\u6536\u96c6\u5927\u578b\u6570\u636e\u96c6\u8fdb\u884c\u5206\u6790\u3002\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u4e5f\u6210\u4e3a\u60c5\u611f\u5206\u6790\u548c\u89c2\u70b9\u6316\u6398\u7684\u5b9d\u8d35\u6587\u672c\u6570\u636e\u6765\u6e90\u3002<\/p>\n\n\n\n

2010s: <\/strong>\u6df1\u5ea6\u5b66\u4e60\u548c\u795e\u7ecf\u7f51\u7edc\u5728 ACA \u4e2d\u5927\u653e\u5f02\u5f69\u3002\u8fd9\u4e9b\u6280\u672f\u5305\u62ec \u9012\u5f52\u795e\u7ecf\u7f51\u7edc<\/a> \uff08RNN\uff09\u548c \u5377\u79ef\u795e\u7ecf\u7f51\u7edc <\/a>(CNN\uff09\u5728\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u6587\u672c\u751f\u6210\u548c\u56fe\u50cf\u5206\u6790\u7b49\u4efb\u52a1\u4e2d\u88ab\u8bc1\u660e\u662f\u6709\u6548\u7684\u3002\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08\u5982 Word2Vec\u3001GloVe \u548c BERT\uff09\u7684\u53ef\u7528\u6027\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86 ACA \u7684\u51c6\u786e\u6027\u548c\u529f\u80fd\u3002<\/p>\n\n\n\n

\u51fa\u5e2d\uff1a <\/strong>ACA \u4e0d\u65ad\u53d1\u5c55\u548c\u8fdb\u6b65\u3002\u7814\u7a76\u4eba\u5458\u6b63\u5728\u63a2\u7d22\u591a\u6a21\u6001\u5206\u6790\uff0c\u7ed3\u5408\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u6765\u5168\u9762\u4e86\u89e3\u5185\u5bb9\u3002\u9053\u5fb7\u65b9\u9762\u7684\u8003\u8651\uff0c\u5305\u62ec\u504f\u89c1\u68c0\u6d4b\u548c\u7f13\u89e3\u3001\u516c\u5e73\u6027\u548c\u900f\u660e\u5ea6\uff0c\u6b63\u65e5\u76ca\u53d7\u5230\u91cd\u89c6\uff0c\u4ee5\u786e\u4fdd\u8d1f\u8d23\u4efb\u548c\u65e0\u504f\u89c1\u7684\u5206\u6790\u3002<\/p>\n\n\n\n

\u5982\u4eca\uff0cACA \u6280\u672f\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u4e2a\u9886\u57df\uff0c\u5305\u62ec\u793e\u4f1a\u79d1\u5b66\u3001\u5e02\u573a\u7814\u7a76\u3001\u5a92\u4f53\u5206\u6790\u3001\u653f\u6cbb\u79d1\u5b66\u548c\u5ba2\u6237\u4f53\u9a8c\u5206\u6790\u3002\u968f\u7740\u65b0\u7b97\u6cd5\u7684\u5f00\u53d1\u3001\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u9ad8\u4ee5\u53ca\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u4e0d\u65ad\u589e\u52a0\uff0c\u8be5\u9886\u57df\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\u3002<\/p>\n\n\n\n

\u4f7f\u7528\u81ea\u52a8\u5185\u5bb9\u5206\u6790\u7684\u597d\u5904<\/strong><\/h3>\n\n\n\n

\u5728\u5404\u4e2a\u9886\u57df\u4f7f\u7528\u81ea\u52a8\u5185\u5bb9\u5206\u6790 (ACA) \u6709\u5f88\u591a\u597d\u5904\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e3b\u8981\u4f18\u52bf\uff1a<\/p>\n\n\n\n

\u63d0\u9ad8\u6548\u7387\uff0c\u8282\u7701\u65f6\u95f4\uff1a <\/strong>\u4e0e\u4eba\u5de5\u65b9\u6cd5\u76f8\u6bd4\uff0cACA \u5927\u5927\u52a0\u5feb\u4e86\u5206\u6790\u8fc7\u7a0b\u3002\u5b83\u53ef\u4ee5\u5904\u7406\u5927\u91cf\u5185\u5bb9\uff0c\u5e76\u4e14\u5904\u7406\u901f\u5ea6\u66f4\u5feb\uff0c\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u5206\u6790\u4eba\u5458\u8282\u7701\u4e86\u65f6\u95f4\u548c\u7cbe\u529b\u3002\u4eba\u5de5\u5b8c\u6210\u9700\u8981\u6570\u5468\u6216\u6570\u6708\u7684\u4efb\u52a1\uff0c\u4f7f\u7528 ACA \u5f80\u5f80\u53ea\u9700\u6570\u5c0f\u65f6\u6216\u6570\u5929\u5373\u53ef\u5b8c\u6210\u3002<\/p>\n\n\n\n

\u53ef\u6269\u5c55\u6027\uff1a <\/strong>ACA \u53ef\u4ee5\u5bf9\u4eba\u5de5\u5206\u6790\u4e0d\u5207\u5b9e\u9645\u7684\u5927\u578b\u6570\u636e\u96c6\u8fdb\u884c\u5206\u6790\u3002\u65e0\u8bba\u662f\u6570\u4ee5\u5343\u8ba1\u7684\u6587\u6863\u3001\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u5ba2\u6237\u8bc4\u8bba\uff0c\u8fd8\u662f\u591a\u5a92\u4f53\u5185\u5bb9\uff0cACA \u6280\u672f\u90fd\u80fd\u5904\u7406\u5e9e\u5927\u7684\u6570\u636e\u91cf\u548c\u89c4\u6a21\uff0c\u63d0\u4f9b\u5177\u6709\u6311\u6218\u6027\u6216\u65e0\u6cd5\u901a\u8fc7\u4eba\u5de5\u5b9e\u73b0\u7684\u6d1e\u5bdf\u529b\u3002<\/p>\n\n\n\n

\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\uff1a <\/strong>ACA \u6709\u52a9\u4e8e\u51cf\u5c11\u5206\u6790\u8fc7\u7a0b\u4e2d\u7684\u4eba\u4e3a\u504f\u89c1\u548c\u4e3b\u89c2\u6027\u3002\u901a\u8fc7\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u3001\u7b97\u6cd5\u548c\u6a21\u578b\uff0cACA \u53ef\u786e\u4fdd\u5185\u5bb9\u5206\u6790\u65b9\u6cd5\u66f4\u52a0\u4e00\u81f4\u548c\u6807\u51c6\u5316\u3002\u8fd9\u79cd\u4e00\u81f4\u6027\u63d0\u9ad8\u4e86\u5206\u6790\u7ed3\u679c\u7684\u53ef\u9760\u6027\uff0c\u4f7f\u5206\u6790\u7ed3\u679c\u66f4\u5bb9\u6613\u590d\u5236\u548c\u6bd4\u8f83\u3002<\/p>\n\n\n\n

\u5ba2\u89c2\u516c\u6b63\u7684\u5206\u6790\uff1a<\/strong> \u81ea\u52a8\u5206\u6790\u6280\u672f\u53ef\u4ee5\u51cf\u5c11\u53ef\u80fd\u5f71\u54cd\u4eba\u5de5\u5206\u6790\u7684\u4eba\u4e3a\u504f\u89c1\u548c\u5148\u5165\u4e4b\u89c1\u3002ACA \u7b97\u6cd5\u4f1a\u5ba2\u89c2\u5bf9\u5f85\u6bcf\u4e00\u6761\u5185\u5bb9\uff0c\u4ece\u800c\u4f7f\u5206\u6790\u66f4\u52a0\u516c\u6b63\u3002\u4e0d\u8fc7\uff0c\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cACA \u4e2d\u4f7f\u7528\u7684\u6570\u636e\u6216\u7b97\u6cd5\u4ecd\u53ef\u80fd\u5b58\u5728\u504f\u5dee\uff0c\u56e0\u6b64\u9700\u8981\u4eba\u5de5\u76d1\u7763\u6765\u9a8c\u8bc1\u548c\u89e3\u91ca\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u76f8\u5173\u6587\u7ae0 \u5982\u4f55\u907f\u514d\u7814\u7a76\u4e2d\u7684\u504f\u89c1\uff1f\u79d1\u5b66\u5ba2\u89c2\u6027\u5bfc\u822a<\/strong><\/a><\/p>\n\n\n\n

\u5904\u7406\u5927\u91cf\u4e0d\u540c\u7684\u5185\u5bb9\uff1a<\/strong> ACA \u80fd\u591f\u5206\u6790\u4e0d\u540c\u7c7b\u578b\u7684\u5185\u5bb9\uff0c\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u7814\u7a76\u4eba\u5458\u548c\u5206\u6790\u4eba\u5458\u80fd\u591f\u4ece\u4e0d\u540c\u6765\u6e90\u83b7\u5f97\u89c1\u89e3\u5e76\u7406\u89e3\u5185\u5bb9\u3002\u7ed3\u5408\u4e0d\u540c\u5185\u5bb9\u7c7b\u578b\u7684\u591a\u6a21\u5f0f\u5206\u6790\u53ef\u4ee5\u63d0\u4f9b\u66f4\u6df1\u5165\u3001\u66f4\u7ec6\u81f4\u7684\u89c1\u89e3\u3002<\/p>\n\n\n\n

\u53d1\u73b0\u9690\u85cf\u7684\u6a21\u5f0f\u548c\u6d1e\u5bdf\u529b\uff1a <\/strong>ACA \u6280\u672f\u53ef\u4ee5\u53d1\u73b0\u4eba\u5de5\u5206\u6790\u96be\u4ee5\u53d1\u73b0\u7684\u6a21\u5f0f\u3001\u8d8b\u52bf\u548c\u89c1\u89e3\u3002\u5148\u8fdb\u7684\u7b97\u6cd5\u53ef\u4ee5\u8bc6\u522b\u6570\u636e\u4e2d\u7684\u5173\u7cfb\u3001\u60c5\u611f\u3001\u4e3b\u9898\u548c\u5176\u4ed6\u6a21\u5f0f\uff0c\u800c\u8fd9\u4e9b\u53ef\u80fd\u4f1a\u88ab\u4eba\u7c7b\u5ffd\u7565\u3002ACA \u53ef\u4ee5\u63ed\u793a\u9690\u85cf\u7684\u6d1e\u5bdf\u529b\uff0c\u5e26\u6765\u53d1\u73b0\u548c\u53ef\u64cd\u4f5c\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u6210\u672c\u6548\u76ca\uff1a <\/strong>\u867d\u7136\u81ea\u52a8\u534f\u8c03\u53ef\u80fd\u9700\u8981\u5728\u57fa\u7840\u8bbe\u65bd\u3001\u8f6f\u4ef6\u6216\u4e13\u4e1a\u77e5\u8bc6\u65b9\u9762\u8fdb\u884c\u521d\u59cb\u6295\u8d44\uff0c\u4f46\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u5b83\u6700\u7ec8\u53ef\u4ee5\u5b9e\u73b0\u6210\u672c\u6548\u76ca\u3002\u901a\u8fc7\u5c06\u8017\u65f6\u548c\u8d44\u6e90\u5bc6\u96c6\u578b\u4efb\u52a1\u81ea\u52a8\u5316\uff0cACA \u51cf\u5c11\u4e86\u5bf9\u5927\u91cf\u4eba\u5de5\u7684\u9700\u6c42\uff0c\u4ece\u800c\u8282\u7701\u4e86\u4e0e\u4eba\u529b\u8d44\u6e90\u76f8\u5173\u7684\u6210\u672c\u3002<\/p>\n\n\n\n

\u81ea\u52a8\u5185\u5bb9\u5206\u6790\u7684\u7c7b\u578b<\/strong><\/h2>\n\n\n\n

\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff08ACA\uff09\u7684\u7c7b\u578b\u662f\u6307\u4f7f\u7528\u81ea\u52a8\u6216\u57fa\u4e8e\u8ba1\u7b97\u673a\u7684\u6280\u672f\u5206\u6790\u6587\u672c\u6570\u636e\u7684\u5404\u79cd\u65b9\u5f0f\u548c\u65b9\u6cd5\u3002\u81ea\u52a8\u5185\u5bb9\u5206\u6790\u6d89\u53ca\u6587\u672c\u5206\u7c7b\u3001\u673a\u5668\u5b66\u4e60\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u4ee5\u4fbf\u4ece\u5927\u91cf\u6587\u672c\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u89c1\u89e3\u3001\u6a21\u5f0f\u548c\u4fe1\u606f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684 ACA \u7c7b\u578b\uff1a<\/p>\n\n\n\n

\u6587\u672c\u5206\u7c7b<\/strong><\/h3>\n\n\n\n

\u6587\u672c\u5206\u7c7b\u53c8\u79f0\u6587\u672c\u5206\u7c7b\uff0c\u662f\u6307\u6839\u636e\u6587\u672c\u6587\u6863\u7684\u5185\u5bb9\u81ea\u52a8\u4e3a\u5176\u5206\u914d\u9884\u5b9a\u4e49\u7684\u7c7b\u522b\u6216\u6807\u7b7e\u3002\u8fd9\u662f\u81ea\u52a8\u5185\u5bb9\u5206\u6790\uff08ACA\uff09\u7684\u4e00\u9879\u57fa\u672c\u4efb\u52a1\u3002\u6587\u672c\u5206\u7c7b\u7b97\u6cd5\u4f7f\u7528\u5404\u79cd\u7279\u5f81\u548c\u6280\u672f\u5bf9\u6587\u6863\u8fdb\u884c\u5206\u7c7b\uff0c\u5982\u8bcd\u9891\u3001\u672f\u8bed\u5b58\u5728\u6027\u6216\u66f4\u9ad8\u7ea7\u7684\u65b9\u6cd5\uff0c\u5982\u4e3b\u9898\u5efa\u6a21\u6216\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u3002<\/p>\n\n\n\n

\u60c5\u611f\u5206\u6790<\/strong><\/h3>\n\n\n\n

\u60c5\u611f\u5206\u6790\u4e5f\u79f0\u4e3a\u610f\u89c1\u6316\u6398\uff0c\u65e8\u5728\u786e\u5b9a\u6587\u672c\u6570\u636e\u4e2d\u8868\u8fbe\u7684\u60c5\u611f\u6216\u60c5\u7eea\u57fa\u8c03\u3002\u5b83\u5305\u62ec\u81ea\u52a8\u5c06\u6587\u672c\u5206\u7c7b\u4e3a\u6b63\u9762\u3001\u8d1f\u9762\u3001\u4e2d\u6027\uff0c\u6216\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8bc6\u522b\u7279\u5b9a\u60c5\u7eea\u3002\u60c5\u611f\u5206\u6790\u6280\u672f\u91c7\u7528\u8bcd\u5178\u3001\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6216\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6765\u5206\u6790\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3001\u5ba2\u6237\u8bc4\u8bba\u3001\u65b0\u95fb\u6587\u7ae0\u548c\u5176\u4ed6\u6587\u672c\u6e90\u4e2d\u4f20\u8fbe\u7684\u60c5\u611f\u3002<\/p>\n\n\n\n

\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/strong><\/h3>\n\n\n\n

NLP \u662f\u4e00\u95e8\u7814\u7a76\u8ba1\u7b97\u673a\u4e0e\u4eba\u7c7b\u8bed\u8a00\u4e92\u52a8\u7684\u5b66\u79d1\u3002\u5b83\u5305\u62ec ACA \u4e2d\u4f7f\u7528\u7684\u4e00\u7cfb\u5217\u6280\u672f\u548c\u7b97\u6cd5\u3002NLP \u6280\u672f\u4f7f\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u3001\u89e3\u91ca\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u3002\u4e00\u4e9b\u5e38\u89c1\u7684 NLP \u4efb\u52a1\u5305\u62ec\u6807\u8bb0\u5316\u3001\u8bed\u97f3\u90e8\u5206\u6807\u8bb0\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u53e5\u6cd5\u5206\u6790\u3001\u8bed\u4e49\u5206\u6790\u548c\u6587\u672c\u89c4\u8303\u5316\u3002NLP \u662f ACA \u4e2d\u8bb8\u591a\u81ea\u52a8\u5206\u6790\u65b9\u6cd5\u7684\u57fa\u7840\u3002\u8981\u4e86\u89e3\u6709\u5173 NPL \u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u8bbf\u95ee\" \"\u3002\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u529b\u91cf<\/a>“.<\/p>\n\n\n\n

\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/strong><\/h3>\n\n\n\n

\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5728\u8ba1\u7b97\u673a\u8f85\u52a9\u5206\u6790\u4e2d\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u56e0\u4e3a\u5b83\u4eec\u80fd\u8ba9\u8ba1\u7b97\u673a\u5b66\u4e60\u6a21\u5f0f\u5e76\u4ece\u6570\u636e\u4e2d\u8fdb\u884c\u9884\u6d4b\uff0c\u800c\u65e0\u9700\u660e\u786e\u7f16\u7a0b\u3002ACA \u4e2d\u91c7\u7528\u4e86\u5404\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5305\u62ec\u51b3\u7b56\u6811\u3001\u5948\u592b\u8d1d\u53f6\u65af\u3001\u652f\u6301\u5411\u91cf\u673a (SVM) \u548c\u968f\u673a\u68ee\u6797\u7b49\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u3002\u805a\u7c7b\u7b97\u6cd5\u3001\u4e3b\u9898\u6a21\u578b\u548c\u964d\u7ef4\u6280\u672f\u7b49\u975e\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u4e5f\u7528\u4e8e\u53d1\u73b0\u6a21\u5f0f\u548c\u5bf9\u76f8\u4f3c\u5185\u5bb9\u8fdb\u884c\u5206\u7ec4\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u7b49\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5728\u60c5\u611f\u5206\u6790\u3001\u6587\u672c\u751f\u6210\u548c\u56fe\u50cf\u5206\u6790\u7b49\u4efb\u52a1\u4e2d\u5927\u6709\u53ef\u4e3a\u3002\u8981\u4e86\u89e3\u6709\u5173\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u8bbf\u95ee\" \"\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7c7b\u578b\u53ca\u5176\u5e94\u7528\u6307\u5357<\/a>“.<\/p>\n\n\n\n

\u4e3a\u60a8\u7684\u5de5\u4f5c\u5e26\u6765\u66f4\u9ad8\u7684\u5f71\u54cd\u529b\u548c\u77e5\u540d\u5ea6<\/strong><\/h2>\n\n\n\n

Mind the Graph<\/a> Mind the Graph \u5e73\u53f0\u4e3a\u79d1\u5b66\u5bb6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u589e\u5f3a\u5176\u5de5\u4f5c\u7684\u5f71\u54cd\u529b\u548c\u53ef\u89c1\u6027\u3002\u901a\u8fc7\u4f7f\u7528 Mind the Graph\uff0c\u79d1\u5b66\u5bb6\u4eec\u53ef\u4ee5\u521b\u5efa\u89c6\u89c9\u6548\u679c\u6781\u4f73\u3001\u5f15\u4eba\u5165\u80dc\u7684\u56fe\u5f62\u6458\u8981\u3001\u79d1\u5b66\u63d2\u56fe\u548c\u6f14\u793a\u6587\u7a3f\u3002\u8fd9\u4e9b\u5177\u6709\u89c6\u89c9\u5438\u5f15\u529b\u7684\u89c6\u89c9\u6548\u679c\u4e0d\u4ec5\u80fd\u5438\u5f15\u89c2\u4f17\uff0c\u8fd8\u80fd\u6709\u6548\u4f20\u8fbe\u590d\u6742\u7684\u79d1\u5b66\u6982\u5ff5\u548c\u7814\u7a76\u6210\u679c\u3002\u6709\u4e86\u521b\u5efa\u4e13\u4e1a\u3001\u7f8e\u89c2\u7684\u89c6\u89c9\u5185\u5bb9\u7684\u80fd\u529b\uff0c\u79d1\u5b66\u5bb6\u4eec\u5c31\u80fd\u5927\u5927\u63d0\u9ad8\u5176\u7814\u7a76\u7684\u5f71\u54cd\u529b\uff0c\u8ba9\u66f4\u591a\u4eba\u4e86\u89e3\u548c\u53c2\u4e0e\u4ed6\u4eec\u7684\u7814\u7a76\u3002\u514d\u8d39\u6ce8\u518c\u3002<\/p>\n\n\n\n

<\/div>\n\n\n
\n
\"\u79d1\u5b66\u63d2\u56fe\"<\/a><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n
\n
\u4f7f\u7528 Mind the Graph \u5f00\u59cb\u521b\u4f5c<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>","protected":false},"excerpt":{"rendered":"

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