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5\u3001\u4f5c\u6587\uff1a50\u5206\u949f(30\u5206)(\u8003\u8bd5\u91cd\u70b9)PartA\uff1a\u5c0f\u4f5c\u658715\u5206\u949fPartB\uff1a\u5927\u4f5c\u658735\u5206\u949f \u8003\u7814\u82f1\u8bed\u4f5c\u6587\u7b54\u9898\u65f6\u95f4\u5e94\u8be5\u63a7\u5236\u572850\u5206\u949f\u4e4b\u5185\u3002<\/p>
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1\u3001\u6ca1\u7cfb\u7edf\u7684\u5b66\u4e60\u8bed\u6cd5\uff0c\u9664\u4e86\u79ef\u7d2f\u8bcd\u6c47\u5916\u5f88\u96be\u8f93\u51fa\u8868\u8fbe\uff1b\u4e0d\u6562\u5f00\u53e3\u8bb2\u82f1\u8bed\uff0c\u53d1\u97f3\u592a\u53ef\u6015\uff0c\u8bb2\u4e86\u4ed6\u4eba\u4e5f\u542c\u4e0d\u61c2\uff1b\u7f3a\u4e4f\u9605\u8bfb\u8bad\u7ec3\uff0c\u770b\u82f1\u8bed\u9605\u8bfb\u901f\u5ea6\u592a\u6162\uff1b\u8bcd\u6c47\u91cf\u6b20\u7f3a\uff0c\u5199\u4f5c\u603b\u662f\u4e0d\u591f\uff1b\u5bf9\u5355\u8bcd\u62fc\u5199\u638c\u63e1\u4e0d\u7262\u56fa\uff0c\u7ecf\u5e38\u62fc\u9519\u3002<\/p>
2\u3001\u82f1\u8bed66\u5206\uff1a \u6211\u7684\u5206\u6570\u4e0d\u662f\u5f88\u9ad8\uff0c\u4f46\u5bf9\u4e8e\u82f1\u8bed\u5dee\u7684\u6211\u6765\u8bf4\u8db3\u591f\u4e86\u3002\u82f1\u8bed23\u5e74\u7684\u7684\u96be\u5ea6\u7a0d\u7a0d\u589e\u52a0\u4e86\u4e9b\uff0c\u9605\u8bfb\u7684\u7b54\u9898\u5957\u8def\u6ca1\u6709\u90a3\u4e48\u660e\u663e\u4e86\uff0c\u66f4\u52a0\u8003\u5bdf\u8003\u751f\u771f\u5b9e\u7684\u82f1\u8bed\u80fd\u529b\u3002\u82f1\u8bed\u590d\u4e60\u53ea\u9700\u8981\u5237\u771f\u9898\uff0c\u6a21\u62df\u9898\u4e0d\u63a8\u8350\u505a(\u6211\u505a\u8fc7\uff0c\u96be\u5ea6\u53d8\u5316\u592a\u5927\uff0c\u5e2e\u52a9\u4e0d\u5927)\u3002<\/p>
3\u3001\u25cf \u6574\u7406\u96be\u80cc\u7684\u771f\u9898\u5355\u8bcd\uff0c\u6284\u5728\u5c0f\u672c\u5b50\u4e0a\u5929\u5929\u80cc \u25cf\u5206\u6790\u9519\u9898\u539f\u56e0\uff0c\u662f\u5355\u8bcd\u539f\u56e0\uff0c\u8fd8\u662f\u903b\u8f91\u539f\u56e0 \u524d\u671f\u91cd\u70b9\u590d\u4e60\u82f1\u8bed\u771f\u9898\u9605\u8bfb\uff0c\u540e\u671f\u7ec3\u4e60\u65b0\u9898\u578b\u53ca\u603b\u7ed3\u505a\u9898\u6280\u5de7\u548c\u65b9\u6cd5\u3002<\/p>
4\u3001\u9009\u6807\u9898\u548c\u9009\u6bb5\u843d\u76f8\u5bf9\u6765\u8bf4\u8fd8\u7b97\u6bd4\u8f83\u7b80\u5355\uff0c\u6392\u5e8f\u5c31\u662f\u5f88\u96be\u4e86\uff0c\u4e00\u4e2a\u987a\u5e8f\u5f04\u9519\u4e86\u5c31\u4f1a\u8ba9\u540e\u9762\u7684\u5168\u9519\u4e86\u3002\u4e2a\u4eba\u8ba4\u4e3a\u65b0\u9898\u578b\u8003\u8bd5\u7684\u65f6\u5019\u81f3\u5c11\u8981\u505a\u52306\u5206\u4ee5\u4e0a\uff0c\u8981\u4ee510\u5206\u4e3a\u76ee\u6807\u3002<\/p>
5\u3001\u8003\u7814\u82f1\u8bed45\u5206\u96be\u5417\uff1f\u4e0d\u5570\u55e6\u4e86\uff0c\u4e0b\u9762\u8fdb\u5165\u6b63\u9898\u3002 \u5927\u4e09\u4e0a\u5b66\u671f\u4efb\u52a1 \u80cc\u5355\u8bcd \u82f1\u8bed\u590d\u4e60\u4e24\u5927\u8981\u7d20\uff1a\u5355\u8bcd\u548c\u771f\u9898\u3002\u5355\u8bcd\u73b0\u5728\u5c31\u53ef\u4ee5\u5f00\u59cb\u80cc\u4e86\u3002\u6bcf\u5929\u5b9a\u91cf\uff0c\u6211\u81ea\u5df1\u662f50\u4e2a\uff0c\u6bcf\u5929\u6700\u591a\u4e00\u4e2a\u534a\u5c0f\u65f6\u5c31\u641e\u5b9a\u4e86\uff0c\u505a\u591a\u6bcf\u665a\u7761\u524d\u518d\u82b1\u534a\u5c0f\u65f6\u590d\u4e60\u3002<\/p>
6\u3001Fasttext \u539f\u7406\uff0c\u4e3a\u4ec0\u4e48\u7528skipgram\u4e0d\u7528cbow\uff0c\u8ca0\u91c7\u6837\u600e\u4e48\u505a\u5230\uff0c\u516c\u5f0f\u662f\u4ec0\u4e48\uff1f \u753bTransformer\u7ed3\u6784\u56fe \u4ee3\u7801\u9898\uff1a\u7ed9\u5b9a\u5b57\u7b26\u4e32 s \uff0c\u6c42\u4e0e s \u7f16\u8f91\u8ddd\u79bb\u4e3a2\u7684\u5b57\u7b26\u4e32\u96c6\u5408\u3002<\/p>
1\u3001\u800c\u4fc4\u8bed\u6216\u8005\u8bf4\u65e5\u8bed\uff0c\u76f8\u5bf9\u6765\u8bf4\uff0c\u7ade\u4e89\u538b\u529b\u5c0f\u4e00\u70b9\uff0c\u4ee5\u4eca\u5e74\u54b1\u4eec\u7fa4\u91cc\u7edf\u5206\u6765\u770b\uff0c\u65e5\u8bed\u6700\u9ad8\u5206\u662f82\u5206\uff0c\u5176\u6b21\u662f74\u5206\uff0c\u6700\u540e\u662f71\u5206\u3002 \u4f46\u662f\u4eca\u5e74\u54b1\u4eec\u7fa4\u6709\u70b9\u53cd\u5e38\uff0c\u8003\u7814\u82f1\u8bed\u4e00\uff0c\u6700\u9ad8\u5206\u6709\u70b9\u7834\u7eaa\u5f55\u4e86\u3002<\/p>
2\u3001\u82f1\u8bed\u8ddf\u7740\u56fd\u5bb6\u7ebf\u4e00\u6a21\u4e00\u6837\uff0c37\u5206\u5de6\u53f3\u5c31\u53ef\u4ee5\u8fc7\u82f1\u8bed\u7ebf\uff0c\u4f46\u662f\u603b\u5206\u6709\u6821\u7ebf\uff0c\u6bd4\u8f83\u7a33\u4e00\u70b9\u7684\u662f367+\u6bd4\u8f83\u6709\u673a\u4f1a\u4e0a\u5cb8\uff0c\u5f53\u7136\u6bcf\u5e74\u60c5\u51b5\u4e0d\u4e00\u6837\uff0c2019\u5e74\u6700\u4f4e\u5206\u4e3a355\uff0c2020\u6700\u4f4e353\uff0c2021\u6700\u4f4e365\uff0c\u8fd9\u4e2a\u8981\u6839\u636e\u6bcf\u5e74\u53d8\u5316\u6765\u5b9a\u3002<\/p>
3\u3001\u4e2d\u7b49\u6c34\u5e73\u3002\u8003\u7814\u82f1\u8bed65\u5206\u4ee5\u4e0a\u5c5e\u4e8e\u9ad8\u7b49\u6c34\u5e73\uff0c40\u5206\u523050\u5206\u5c5e\u4e8e\u4e2d\u7b49\u6c34\u5e73\uff0c50\u5206\u523060\u5206\u5c5e\u4e8e\u4e2d\u4e0a\u7b49\u6c34\u5e73\uff0c\u6240\u4ee5\u8003\u7814\u82f1\u8bed45\u5206\u5c5e\u4e8e\u4e2d\u7b49\u6c34\u5e73\u3002<\/p>
4\u3001\u8003\u7814\u82f1\u8bed\u4e8c50\u5206\u76f8\u5f53\u4e8e\u4ec0\u4e48\u6c34\u5e73 \u8003\u7814\u82f1\u8bed\u4e0030\u5206\u4ec0\u4e48\u6982\u5ff5 \u6bcf\u4e2a\u5b66\u6821\u6216\u8005\u4e13\u4e1a\u8981\u6c42\u7684\u82f1\u8bed\u5206\u6570\u90fd\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u50cf45\u5206\u8fd9\u4e2a\u5206\u6570\u4e5f\u5c31\u827a\u672f\u7c7b\uff0c\u4f53\u80b2\u7c7b\u6216\u8005\u6781\u4e2a\u522b\u7406\u5de5\u7c7b\u9662\u6821\u53ef\u4ee5\u63a5\u53d7\u3002\u5176\u4ed6\u5b66\u6821\u7684\u82f1\u8bed\u5206\u6570\u7ebf\u4e00\u822c\u572850\u523060\u4e4b\u95f4\u3002<\/p>
5\u3001\u8003\u7814\u82f1\u8bed45\u5206\u5c5e\u4e8e\u4e2d\u7b49\u6c34\u5e73\u3002\u8003\u82f1\u8bed\u4e00\u625345\u5206\u7565\u96be\uff0c\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u516d\u7ea7\u80fd\u8003440\u5206\u7684\u8003\u751f\u8003\u7814\u82f1\u8bed\u4e00\uff0c\u80fd\u800340\u591a\u5206\u3002\u5982\u679c\u82f1\u8bed\u4e0d\u884c\uff0c\u5c31\u9009\u8003\u4e13\u7855\u7814\u7a76\u751f\uff0c\u4e13\u7855\u5927\u90e8\u5206\u5b66\u6821\u8003\u82f1\u8bed\u4e8c\uff0c\u8bbe\u82f1\u8bed\u4e00\u80fd\u800340\u5206\uff0c\u90a3\u4e48\u82f1\u8bed\u4e8c\u5c31\u80fd\u800360\u591a\u3002<\/p>
6\u3001\u8003\u7814\u82f1\u8bed\u800345\u5206\u6709\u4e00\u4e9b\u4f4e\u3002\u5168\u56fd\u8003\u7814\u82f1\u8bed\u5e73\u5747\u5206\u8d85\u8fc750\u5206 \uff0c\u8003\u7814\u82f1\u8bed\u5206\u4e3a\u82f1\u8bed\u82f1\u8bed\u4e8c\uff0c\u5176\u6ee1\u5206\u90fd\u4e3a100\u5206\u3002\u82f1\u8bed\u4e00\u8003\u7814\u8bd5\u9898\u5206\u4e09\u90e8\u5206\uff0c\u517152\u9898\uff0c\u5305\u62ec\u82f1\u8bed\u77e5\u8bc6\u8fd0\u7528\u3001\u9605\u8bfb\u7406\u89e3\u548c\u5199\u4f5c\u3002\u82f1\u8bed\u77e5\u8bc6\u8fd0\u752810\u5206;\u9605\u8bfb\u7406\u89e360\u5206;\u5199\u4f5c30\u3002<\/p>
1\u3001\u4ece\u4e0a\u9762\u4e0d\u96be\u770b\u51fa\uff0c\u60f3\u8981\u8fbe\u5230\u8003\u7814\u82f1\u8bed70\u5206\u5176\u5b9e\u5c31\u662f\u5b58\u5728\u4e00\u5b9a\u7684\u96be\u5ea6\u7684\uff0c\u56e0\u6b64\u8003\u7814\u82f1\u8bed\u768475\u5206\u66f4\u662f\u6709\u4e00\u5b9a\u96be\u5ea6\u7684\uff0c\u4f46\u662f\u5bf9\u4e8e\u6709\u80fd\u529b\u7684\u540c\u5b66\uff0c\u8fd8\u662f\u5efa\u8bae\u5927\u5bb6\u53ef\u4ee5\u51b2\u4e00\u51b2\u8003\u7814\u82f1\u8bed\u768475\u5206\u3002<\/p>
2\u3001\u8003\u7814\u82f1\u8bed\u5386\u5e74\u771f\u9898\u63a8\u8350\u9ec4\u76ae\u4e66\u3002 \u5f88\u591a\u540c\u5b66\u4f1a\u8bf4\u82f1\u8bed\u4e8c\u7684\u771f\u9898\u592a\u5c11\u4e86\uff0c\u524d\u671f\u53ef\u4ee5\u505a01-09\u7684(\u5efa\u8bae\u505a\u5b8c\u5f62\u586b\u7a7a\u3001Text1\u548cText2\u3002\u540e\u4e24\u7bc7TextText4\u65f6\u95f4\u5f88\u5145\u8db3\u7684\u540c\u5b66\u53ef\u4ee5\u505a\u505a)\uff0c\u76f8\u5f53\u4e8e\u5b66\u5355\u8bcd\u548c\u957f\u96be\u53e5\u3002<\/p>
3\u3001(\u6216\u8005\u5176\u4ed6\u7c7b\u4f3c\u8868\u8fbe\u90fd\u53ef\u4ee5\uff0c\u4e0d\u4e00\u5b9a\u8981\u9009\u9ad8\u7ea7\u590d\u6742\u7684\uff0c\u4e00\u5b9a\u8981\u9009\u7b26\u5408\u81ea\u5df1\u8bed\u8a00\u6c34\u5e73\u7684\uff0c\u4e0d\u7136\u548c\u540e\u9762\u51fa\u73b0\u843d\u5dee\u4f1a\u964d\u4f4e\u9605\u5377\u8001\u5e08\u5370\u8c61\u5206\u3002\u57fa\u7840\u597d\u7684\u540c\u5b66\u5c3d\u91cf\u9009\u77ed\u7684\u3002<\/p>
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