{"id":23839,"date":"2026-11-14T13:31:44","date_gmt":"2026-11-14T05:31:44","guid":{"rendered":"https:\/\/www.lfdjt.com\/p\/keji\/a\/23839.html"},"modified":"2026-11-14T13:31:44","modified_gmt":"2026-11-14T05:31:44","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%ae%97%e6%b3%95%ef%bc%9a%e5%ae%83%e5%8f%aa%e6%98%af%e5%9c%a8%e7%8c%9c%e4%b8%8b%e4%b8%80%e4%b8%aa%e8%af%8d%ef%bc%8c%e4%b8%ba%e4%bb%80%e4%b9%88%e5%90%ac%e8%b5%b7%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/m.lfdjt.com\/p\/keji\/a\/23839.html","title":{"rendered":"\u5927\u6a21\u578b\u7b97\u6cd5\uff1a\u5b83\u53ea\u662f\u5728\u731c\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u4e3a\u4ec0\u4e48\u542c\u8d77\u6765\u50cf\u61c2\u4f60"},"content":{"rendered":"

\u51cc\u6668\u4e00\u70b9\uff0c\u6211\u76ef\u7740\u5c4f\u5e55\u4e0a\u90a3\u884c\u6162\u6162\u5f80\u5916\u5410\u7684\u5b57\u3002<\/p>\n\n

\u6211\u95ee\u7684\u662f\uff1a\u201c\u6211\u5988\u505a\u7684\u7ea2\u70e7\u8089\uff0c\u4e3a\u4ec0\u4e48\u51c9\u4e86\u4e4b\u540e\u66f4\u54b8\u3002\u201d<\/p>\n\n

\u5149\u6807\u95ea\u4e86\u4e24\u4e0b\uff0c\u7b54\u6848\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u5730\u8e66\u51fa\u6765\u3002\u5b83\u5148\u8bf4\u76d0\u5206\u6ca1\u53d8\uff0c\u662f\u5473\u857e\u5bf9\u6e29\u5ea6\u7684\u654f\u611f\u5ea6\u4e0d\u540c\uff1b\u63a5\u7740\u626f\u5230\u8102\u80aa\u51dd\u56fa\u3001\u6c64\u6c41\u56de\u6e17\u3002\u903b\u8f91\u6e05\u695a\u3002\u6e05\u695a\u5f97\u6709\u70b9\u5413\u4eba\u3002<\/p>\n\n

\u53ef\u5b83\u5230\u5e95\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f\u8fd9\u95ee\u9898\u6211\u4ece\u53bb\u5e74\u60f3\u5230\u73b0\u5728\uff0c\u8d8a\u7422\u78e8\u8d8a\u89c9\u5f97\u4e0d\u5bf9\u52b2\u3002<\/p>\n\n

\u5b83\u771f\u7684\u53ea\u662f\u5728\u731c\u4e0b\u4e00\u4e2a\u8bcd<\/h2>\n\n

\u5148\u628a\u6700\u53cd\u76f4\u89c9\u7684\u4e8b\u5b9e\u6446\u51fa\u6765\uff1a\u5927\u6a21\u578b\u7b97\u6cd5\u7684\u6838\u5fc3\u5de5\u4f5c\uff0c\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u5143\u51fa\u73b0\u7684\u6982\u7387<\/strong>\u3002\u5c31\u8fd9\u4e00\u4ef6\u4e8b\u3002\u6ca1\u522b\u7684\u3002<\/p>\n\n

\u4f60\u628a\u201c\u4eca\u5929\u5357\u4eac\u7684\u5929\u6c14\u771f\u201d\u4e22\u8fdb\u53bb\uff0c\u5b83\u7b97\u51fa\u4e0b\u4e00\u4e2a\u4f4d\u7f6e\u4e0a\u5404\u4e2a\u5019\u9009\u8bcd\u5404\u81ea\u6709\u591a\u5927\u6982\u7387\u3002\u201c\u597d\u201d\u53ef\u80fd\u662f\u96f6\u70b9\u516d\uff0c\u201c\u70ed\u201d\u96f6\u70b9\u4e00\u4e94\uff0c\u201c\u602a\u201d\u96f6\u70b9\u96f6\u4e8c\u2026\u2026\u7136\u540e\u7167\u7740\u8fd9\u4e2a\u5206\u5e03\u62bd\u4e00\u4e2a\u3002\u62bd\u5b8c\uff0c\u628a\u65b0\u8bcd\u63a5\u4e0a\uff0c\u518d\u7b97\u4e0b\u4e00\u4e2a\u3002\u5faa\u73af\u5f80\u590d\u3002<\/p>\n\n

\u542c\u8d77\u6765\u5f88\u8822\u5bf9\u5427\u3002\u6211\u4e00\u5f00\u59cb\u4e5f\u8fd9\u4e48\u89c9\u5f97\u3002<\/p>\n\n\n\n

\"\u5927\u6a21\u578btoken\u9884\u6d4b\u6982\u7387\u5206\u5e03\u793a\u610f\u56fe\"
\u5927\u6a21\u578btoken\u9884\u6d4b\u6982\u7387\u5206\u5e03\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n

\u5173\u952e\u5728\u4e8e\u2014\u2014\u4e3a\u4e86\u628a\u201c\u4e0b\u4e00\u4e2a\u8bcd\u201d\u731c\u51c6\uff0c\u5b83\u88ab\u8feb\u5b66\u4f1a\u4e86\u4e00\u5806\u522b\u7684\u4e1c\u897f\u3002\u8981\u77e5\u9053\u201c\u7ea2\u70e7\u8089\u51c9\u4e86\u66f4\u54b8\u201d\u540e\u9762\u8be5\u63a5\u4ec0\u4e48\uff0c\u4f60\u5f97\u5148\u61c2\u76d0\u3001\u61c2\u6e29\u5ea6\u3001\u61c2\u820c\u5934\u4e0a\u7684\u53d7\u4f53\uff0c\u8d77\u7801\u5f97\u61c2\u8fd9\u4e9b\u8bcd\u5728\u4eba\u7c7b\u6587\u672c\u91cc\u600e\u4e48\u4e00\u5757\u513f\u51fa\u73b0\u3002\u8fd9\u662f\u4e2a\u526f\u4ea7\u54c1\u6781\u591a\u7684\u4efb\u52a1\u3002<\/p>\n\n

\u6709\u70b9\u50cf\u8ba9\u4f60\u6bcf\u5929\u731c\u4e00\u4e07\u6b21\u201c\u4e0b\u4e00\u53e5\u662f\u4ec0\u4e48\u201d\uff0c\u731c\u9519\u5c31\u6263\u5206\u3002\u731c\u4e0a\u51e0\u4e2a\u6708\uff0c\u4eba\u60c5\u4e16\u6545\u4f60\u5927\u6982\u4e5f\u6478\u6e05\u4e86\u3002<\/p>\n\n

\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7b97\u6cd5\u91cc\u6700\u50cf\u4eba\u7684\u90a3\u4e00\u5757<\/h2>\n\n

2017 \u5e74\u90a3\u7bc7\u300aAttention Is All You Need\u300b\u51fa\u6765\u4e4b\u524d\uff0c\u5904\u7406\u5e8f\u5217\u4e3b\u8981\u9760\u5faa\u73af\u7f51\u7edc\uff0c\u4e00\u4e2a\u8bcd\u4e00\u4e2a\u8bcd\u5f80\u540e\u4f20\u3002\u6162\uff0c\u800c\u4e14\u8bb0\u6027\u5dee\u3002\u957f\u53e5\u5b50\u7684\u5f00\u5934\uff0c\u8bfb\u5230\u7ed3\u5c3e\u57fa\u672c\u5c31\u4e22\u4e86\u3002<\/p>\n\n

Transformer \u6362\u4e86\u4e2a\u601d\u8def\u3002\u5b83\u4e0d\u518d\u201c\u987a\u7740\u8bfb\u201d\uff0c\u800c\u662f\u8ba9\u6bcf\u4e2a\u8bcd\u540c\u65f6\u53bb\u770b\u53e5\u5b50\u91cc\u6240\u6709\u5176\u4ed6\u8bcd\uff0c\u81ea\u5df1\u51b3\u5b9a\u8be5\u770b\u8c01\u591a\u4e00\u70b9\u3002<\/p>\n\n

\u6253\u4e2a\u4e0d\u592a\u4e25\u8c28\u7684\u6bd4\u65b9\u3002\u4e00\u5c4b\u5b50\u4eba\u5f00\u4f1a\uff0c\u6bcf\u4eba\u624b\u91cc\u4e00\u4efd\u53d1\u8a00\u7a3f\u3002\u8c01\u7684\u8bdd\u5bf9\u201c\u6211\u201d\u91cd\u8981\uff0c\u6211\u5c31\u591a\u542c\u4e24\u8033\u6735\uff0c\u8fd9\u5c31\u662f\u6ce8\u610f\u529b\u6743\u91cd<\/strong>\u3002\u53e5\u5b50\u91cc\u90a3\u4e2a\u201c\u5b83\u201d\u6307\u4ee3\u8c01\uff1f\u6743\u91cd\u4f1a\u544a\u8bc9\u6a21\u578b\uff0c\u5f80\u524d\u9762\u67d0\u4e2a\u540d\u8bcd\u4e0a\u591a\u779f\u51e0\u773c\u3002<\/p>\n\n\n\n

\"Transformer\u81ea\u6ce8\u610f\u529b\u6743\u91cd\u70ed\u529b\u56fe\u53ef\u89c6\u5316\"
Transformer\u81ea\u6ce8\u610f\u529b\u6743\u91cd\u70ed\u529b\u56fe\u53ef\u89c6\u5316<\/figcaption><\/figure>\n\n\n

\u591a\u5934\u6ce8\u610f\u529b\u66f4\u5fae\u5999\u2014\u2014\u540c\u4e00\u5c42\u91cc\u597d\u51e0\u7ec4\u201c\u8033\u6735\u201d\u5e76\u884c\u5de5\u4f5c\u3002\u4e00\u7ec4\u76ef\u8bed\u6cd5\u7ed3\u6784\uff0c\u4e00\u7ec4\u76ef\u6307\u4ee3\u5173\u7cfb\uff0c\u8fd8\u6709\u4e00\u7ec4\uff0c\u53ef\u80fd\u76ef\u7740\u67d0\u79cd\u8bf4\u4e0d\u6e05\u7684\u8bed\u7528\u4e60\u60ef\u3002\u8c01\u4e5f\u4e0d\u77e5\u9053\u6bcf\u4e00\u5934\u7a76\u7adf\u5b66\u5230\u4e86\u4ec0\u4e48\u3002<\/p>\n\n

\u8fd9\u662f\u5927\u6a21\u578b\u7b97\u6cd5\u91cc\u6700\u8ba9\u4eba\u5750\u7acb\u4e0d\u5b89\u3001\u4e5f\u6700\u8ff7\u4eba\u7684\u5730\u65b9\u3002\u8bf4\u5b9e\u8bdd\uff0c\u6211\u4eec\u80fd\u62ff\u5230\u6743\u91cd\u77e9\u9635\uff0c\u80fd\u753b\u51fa\u70ed\u529b\u56fe\uff0c\u4f46\u56fe\u597d\u770b\u4e0d\u7b49\u4e8e\u89e3\u91ca\u6e05\u695a\u4e86\u3002\u4e2d\u95f4\u90a3\u51e0\u5341\u5c42\u5230\u5e95\u5728\u7b97\u4ec0\u4e48\uff0c\u5230\u4eca\u5929\u4e5f\u6ca1\u4e2a\u8ba9\u4eba\u670d\u6c14\u7684\u7b54\u6848\u3002<\/p>\n\n

\u51e0\u4e2a\u88ab\u8bb2\u6b6a\u4e86\u7684\u8bf4\u6cd5<\/h2>\n\n
\"\u51e0\u4e2a\u88ab\u8bb2\u6b6a\u4e86\u7684\u8bf4\u6cd5\"
\u51e0\u4e2a\u88ab\u8bb2\u6b6a\u4e86\u7684\u8bf4\u6cd5<\/figcaption><\/figure>\n\n\n

\u201c\u53c2\u6570\u8d8a\u591a\u8d8a\u806a\u660e\u3002\u201d<\/strong>\u8fd9\u8bdd\u5bf9\u4e00\u534a\u30022020 \u5e74\u8bb2\u7f29\u653e\u5f8b\u7684\u90a3\u7bc7\u8bba\u6587\uff08Kaplan \u7b49\u4eba\uff09\u786e\u5b9e\u53d1\u73b0\uff0c\u53c2\u6570\u91cf\u3001\u6570\u636e\u91cf\u3001\u7b97\u529b\u8ddf\u635f\u5931\u4e4b\u95f4\u6709\u4e00\u6761\u76f8\u5f53\u5e73\u6ed1\u7684\u5e42\u5f8b\u66f2\u7ebf\u3002\u53ef 2022 \u5e74 DeepMind \u7684 Chinchilla \u5de5\u4f5c\u53c8\u6cfc\u4e86\u76c6\u51b7\u6c34\uff1a\u4e0d\u5c11\u6a21\u578b\u5176\u5b9e\u662f\u957f\u5f97\u592a\u5927\u3001\u5582\u5f97\u592a\u5c11<\/strong>\uff0c\u53cd\u8fc7\u6765\u5728\u6570\u636e\u4e0a\u591a\u4e0b\u529f\u592b\uff0c\u5c0f\u4e2a\u5b50\u4e5f\u80fd\u6253\u3002\u53c2\u6570\u4ece\u4e0d\u662f\u552f\u4e00\u53d8\u91cf\u3002<\/p>\n\n

\u201c\u6e29\u5ea6\u8c03\u9ad8\u5c31\u66f4\u521b\u610f\u3002\u201d<\/strong>\u6e29\u5ea6\u8c03\u7684\u662f\u91c7\u6837\u65f6\u6982\u7387\u5206\u5e03\u7684\u9661\u5ced\u7a0b\u5ea6\u3002\u8c03\u4f4e\u4e86\uff0c\u6a21\u578b\u51e0\u4e4e\u53ea\u6311\u6700\u7a33\u59a5\u7684\u8bcd\uff0c\u8f93\u51fa\u56db\u5e73\u516b\u7a33\uff1b\u8c03\u9ad8\u4e86\uff0c\u957f\u5c3e\u8bcd\u6709\u673a\u4f1a\u88ab\u62bd\u4e2d\uff0c\u53e5\u5b50\u5f00\u59cb\u98d8\u3002\u4f46\u98d8\u4e0d\u7b49\u4e8e\u6709\u521b\u610f\u3002\u591a\u6570\u65f6\u5019\u5b83\u53ea\u662f\u66f4\u5bb9\u6613\u80e1\u8bf4\u3002\u8fd9\u4e2a\u65cb\u94ae\uff0c\u672c\u8d28\u4e0a\u7ba1\u7684\u662f\u968f\u673a\u6027<\/strong>\uff0c\u4e0d\u662f\u60f3\u8c61\u529b\u3002<\/p>\n\n

\u201c\u5e7b\u89c9\u662f bug\u3002\u201d<\/strong>\u4e0d\u592a\u597d\u8fd9\u4e48\u8bf4\u3002\u6a21\u578b\u7684\u76ee\u6807\u51fd\u6570\u662f\u201c\u8ba9\u4e0b\u4e00\u4e2a\u8bcd\u66f4\u50cf\u8bad\u7ec3\u6570\u636e\u91cc\u7684\u4e0b\u4e00\u4e2a\u8bcd\u201d\uff0c\u5b83\u4ece\u6765\u6ca1\u88ab\u8981\u6c42\u201c\u4e0d\u77e5\u9053\u5c31\u8bf4\u4e0d\u77e5\u9053\u201d\u3002\u4e00\u4e2a\u6c38\u8fdc\u503e\u5411\u4e8e\u7ed9\u51fa\u6d41\u7545\u7b54\u6848\u7684\u7cfb\u7edf\uff0c\u78b0\u4e0a\u77e5\u8bc6\u76f2\u533a\u65f6\uff0c\u7f16\u9020\u53cd\u800c\u662f\u963b\u529b\u6700\u5c0f\u7684\u90a3\u6761\u8def\u3002\u6240\u4ee5\u540e\u6765\u7684\u5bf9\u9f50\u5de5\u4f5c\u91cc\uff0c\u6559\u6a21\u578b\u8bf4\u4e00\u53e5\u201c\u6211\u4e0d\u786e\u5b9a\u201d\uff0c\u6bd4\u6559\u5b83\u591a\u8bf4\u51e0\u53e5\u96be\u5f97\u591a\u3002<\/p>\n\n

\u4ece n-gram \u8d70\u5230\u4eca\u5929\uff0c\u5176\u5b9e\u6ca1\u51e0\u6b65<\/h2>\n\n
\"\u4ece
\u4ece n-gram \u8d70\u5230\u4eca\u5929\uff0c\u5176\u5b9e\u6ca1\u51e0\u6b65<\/figcaption><\/figure>\n\n\n

\u5f80\u56de\u770b\uff0c\u8def\u4e0d\u7b97\u957f\u3002<\/p>\n\n

\u65e9\u5e74\u7684\u7edf\u8ba1\u8bed\u8a00\u6a21\u578b\u9760\u6570\u8bcd\u9891\uff0c\u770b\u524d\u4e24\u4e2a\u8bcd\u731c\u7b2c\u4e09\u4e2a\uff0c\u5c31\u8fd9\u4e48\u70b9\u672c\u4e8b\u3002\u540e\u6765\u6709\u4e86\u8bcd\u5411\u91cf\uff0c\u8bcd\u53d8\u6210\u7a7a\u95f4\u91cc\u7684\u70b9\uff0c\u8bed\u4e49\u5f00\u59cb\u6709\u4e86\u8ddd\u79bb\u8fd9\u4e2a\u6982\u5ff5\u30022017 \u5e74 Transformer \u51fa\u73b0\uff0c\u6b21\u5e74 BERT \u548c GPT \u5206\u9053\u626c\u9573\u2014\u2014\u4e00\u4e2a\u4e13\u653b\u7406\u89e3\uff0c\u4e00\u4e2a\u4e13\u5fc3\u751f\u6210\u30022019 \u5e74 GPT-2 \u8ba9\u4eba\u5600\u5495\u201c\u8fd9\u73a9\u610f\u513f\u6709\u70b9\u610f\u601d\u4e86\u201d\uff0c2020 \u5e74 GPT-3 \u628a\u201c\u4e0a\u4e0b\u6587\u5b66\u4e60\u201d\u76f4\u63a5\u6446\u4e0a\u53f0\u9762\uff1a\u4e0d\u7528\u5fae\u8c03\uff0c\u7ed9\u51e0\u4e2a\u4f8b\u5b50\uff0c\u5b83\u5c31\u7167\u505a\u3002<\/p>\n\n

\u518d\u5f80\u540e\u5c31\u662f\u5927\u5bb6\u66f4\u719f\u7684\u90a3\u6bb5\u3002\u6307\u4ee4\u5fae\u8c03\u3001\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u3001\u5de5\u5177\u8c03\u7528\u3001\u591a\u6a21\u6001\u3002\u7b97\u6cd5\u9aa8\u67b6\u6ca1\u600e\u4e48\u53d8\uff0c\u53d8\u7684\u662f\u600e\u4e48\u628a\u5b83\u8c03\u6559\u5f97\u80af\u542c\u8bdd<\/strong>\u3002<\/p>\n\n

\u6709\u4eba\u95ee\u8fc7\u6211\u51e0\u4e2a\u95ee\u9898<\/h2>\n\n
\"\u6709\u4eba\u95ee\u8fc7\u6211\u51e0\u4e2a\u95ee\u9898\"
\u6709\u4eba\u95ee\u8fc7\u6211\u51e0\u4e2a\u95ee\u9898<\/figcaption><\/figure>\n\n\n

\u201c\u5b83\u662f\u4e0d\u662f\u5728\u6570\u636e\u5e93\u91cc\u641c\u7b54\u6848\uff1f\u201d<\/p>\n\n

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