{"id":59632,"date":"2025-05-13T21:26:03","date_gmt":"2025-05-13T13:26:03","guid":{"rendered":"https:\/\/swarma.org\/?p=59632"},"modified":"2025-05-13T21:26:03","modified_gmt":"2025-05-13T13:26:03","slug":"%e5%8e%9f%e7%94%9f%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%a0%87%e5%ba%a6%e5%be%8b%ef%bc%9a%e9%87%8d%e6%96%b0%e6%80%9d%e8%80%83%e6%9e%b6%e6%9e%84%e9%80%89%e6%8b%a9%e4%b8%8e%e8%ae%ad","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=59632","title":{"rendered":"\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u7684\u6807\u5ea6\u5f8b\uff1a\u91cd\u65b0\u601d\u8003\u67b6\u6784\u9009\u62e9\u4e0e\u8bad\u7ec3\u6548\u7387"},"content":{"rendered":"
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\u6784\u5efa\u80fd\u591f\u901a\u8fc7\u591a\u6a21\u6001\u4fe1\u53f7\u6709\u6548\u611f\u77e5\u4e16\u754c\u7684\u901a\u7528\u6a21\u578b\u4e00\u76f4\u662f\u957f\u671f\u76ee\u6807\u3002\u5f53\u524d\u7684\u65b9\u6cd5\u5305\u62ec\u5c06\u5355\u72ec\u9884\u8bad\u7ec3\u7684\u7ec4\u4ef6\u8fdb\u884c\u6574\u5408\uff0c\u4f8b\u5982\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u8fde\u63a5\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5e76\u7ee7\u7eed\u8fdb\u884c\u591a\u6a21\u6001\u8bad\u7ec3\u3002\u5c3d\u7ba1\u6b64\u7c7b\u65b9\u6cd5\u8868\u73b0\u51fa\u663e\u8457\u7684\u6837\u672c\u6548\u7387\uff0c\u4f46\u662f\u5426\u8fd9\u79cd\u540e\u671f\u878d\u5408\u67b6\u6784\u672c\u8d28\u4e0a\u66f4\u4f18\u8d8a\u4ecd\u662f\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u91cd\u65b0\u5ba1\u89c6\u4e86\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\uff08native multimodal models\uff09\u7684\u67b6\u6784\u8bbe\u8ba1\u2014\u2014\u5373\u4ece\u4e00\u5f00\u59cb\u5c31\u5bf9\u6240\u6709\u6a21\u6001\u8fdb\u884c\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5e76\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u89c4\u6a21\u7f29\u653e\u7814\u7a76\uff0c\u6db5\u76d6\u4e86 457 \u4e2a\u5177\u6709\u4e0d\u540c\u67b6\u6784\u548c\u8bad\u7ec3\u6df7\u5408\u6bd4\u4f8b\u7684\u8bad\u7ec3\u6a21\u578b\u3002\u6211\u4eec\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u540e\u671f\u878d\u5408\u67b6\u6784\u5e76\u4e0d\u6bd4\u65e9\u671f\u878d\u5408\u67b6\u6784\u5177\u6709\u56fa\u6709\u7684\u4f18\u52bf\uff0c\u540e\u8005\u4e0d\u4f9d\u8d56\u4e8e\u56fe\u50cf\u7f16\u7801\u5668\u3002\u76f8\u53cd\uff0c\u65e9\u671f\u878d\u5408\u5728\u53c2\u6570\u6570\u91cf\u8f83\u5c11\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u6027\u80fd\uff0c\u8bad\u7ec3\u6548\u7387\u66f4\u9ad8\uff0c\u4e5f\u66f4\u6613\u4e8e\u90e8\u7f72\u3002\u53d7\u65e9\u671f\u878d\u5408\u67b6\u6784\u51fa\u8272\u6027\u80fd\u7684\u542f\u53d1\uff0c\u6211\u4eec\u8868\u660e\u5f15\u5165\u4e13\u5bb6\u6df7\u5408\uff08MoEs\uff09\u80fd\u591f\u4f7f\u6a21\u578b\u5b66\u4e60\u6a21\u6001\u7279\u5b9a\u6743\u91cd\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u6027\u80fd\u3002<\/span><\/span><\/strong><\/p>\n


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\u5173\u952e\u8bcd\uff1a\u6807\u5ea6\u5f8b\uff08Scaling Laws\uff09\uff0c\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\uff08Native Multimodal Models, NMMs\uff09\uff0c\u65e9\u671f\u878d\u5408\uff08Early Fusion\uff09\uff0c\u665a\u671f\u878d\u5408\uff08Late Fusion\uff09\uff0c\u6df7\u5408\u4e13\u5bb6\uff08Mixture of Experts, MoEs\uff09<\/span><\/span><\/strong><\/p>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aScaling Laws for Native Multimodal Models<\/span><\/span><\/p>\n

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\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2504.07951<\/span><\/span><\/p>\n<\/blockquote>\n


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\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u6a21\u578b<\/span>\uff08Multimodal Models\uff09<\/span>\u56e0\u80fd\u540c\u65f6\u5904\u7406\u56fe\u50cf\u3001\u6587\u672c\u3001\u8bed\u97f3\u7b49\u4fe1\u53f7\u800c\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\u3002\u4e3b\u6d41\u65b9\u6cd5\u901a\u5e38\u5c06\u9884\u8bad\u7ec3\u7684\u5355\u6a21\u6001\u7ec4\u4ef6<\/span>\uff08\u5982\u89c6\u89c9\u7f16\u7801\u5668\u4e0e\u8bed\u8a00\u6a21\u578b\uff09<\/span>\u62fc\u63a5\u4e3a\u201c\u665a\u671f\u878d\u5408\u201d<\/span>\uff08Late Fusion\uff09<\/span>\u67b6\u6784\uff0c\u4f46\u5176\u4f9d\u8d56\u72ec\u7acb\u6a21\u5757\u7684\u8bbe\u8ba1\u53ef\u80fd\u5f15\u5165\u6a21\u6001\u504f\u5dee\uff0c\u4e14\u96be\u4ee5\u52a8\u6001\u5206\u914d\u7b97\u529b\u3002\u82f9\u679c\u516c\u53f8\u4e0e\u7d22\u90a6\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5728\u6700\u65b0\u7814\u7a76\u4e2d\u53e6\u8f9f\u8e4a\u5f84\uff0c\u901a\u8fc7\u8bad\u7ec3457\u4e2a\u4e0d\u540c\u67b6\u6784\u7684\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b<\/span>\uff08NMMs\uff09<\/span>\uff0c\u9996\u6b21\u7cfb\u7edf\u6027\u63ed\u793a\u4e86\u591a\u6a21\u6001\u6a21\u578b\u7684\u6807\u5ea6\u5f8b\uff0c\u6311\u6218\u4e86\u4f20\u7edf\u8ba4\u77e5\u3002<\/span><\/span><\/p>\n


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\u4f20\u7edf\u665a\u671f\u878d\u5408\u6a21\u578b<\/span>\uff08\u5982CLIP\u67b6\u6784\uff09<\/span>\u9700\u5148\u901a\u8fc7\u89c6\u89c9\u7f16\u7801\u5668\u5904\u7406\u56fe\u50cf\uff0c\u518d\u5c06\u7279\u5f81\u8f93\u5165\u8bed\u8a00\u6a21\u578b\u3002\u800c\u65e9\u671f\u878d\u5408\u67b6\u6784<\/span>\uff08Early Fusion\uff09<\/span>\u76f4\u63a5\u5c06\u539f\u59cb\u56fe\u50cf\u5757\u4e0e\u6587\u672c\u7edf\u4e00\u8f93\u5165\u5355\u4e00Transformer\uff0c\u51e0\u4e4e\u4e0d\u4f9d\u8d56\u6a21\u6001\u4e13\u5c5e\u53c2\u6570\u3002<\/span><\/span><\/p>\n


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\u56fe 1. \u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u7684\u6807\u5ea6\u7279\u6027\u3002 \u6839\u636e\u7b2c3.1\u8282\u7684\u6807\u5ea6\u5f8b\u7814\u7a76\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\uff1a(1) \u5728\u76f8\u540c\u8ba1\u7b97\u9884\u7b97 <\/span><\/span>C<\/span><\/span><\/em>\uff08\u4ee5FLOPs\u4e3a\u5355\u4f4d\uff09\u4e0b\u8bad\u7ec3\u65f6\uff0c\u65e9\u671f\u878d\u5408\u548c\u665a\u671f\u878d\u5408\u6a21\u578b\u63d0\u4f9b\u7684\u9a8c\u8bc1\u635f\u5931<\/span><\/span> L<\/span><\/span><\/em> \u8868\u73b0\u76f8\u5f53\uff1b(2) \u8fd9\u79cd\u6027\u80fd\u8868\u73b0\u662f\u901a\u8fc7\u53c2\u6570\u6570\u91cf <\/span><\/span>N<\/span><\/span><\/em> \u548c\u8bad\u7ec3\u6807\u8bb0\u6570\u91cf <\/span><\/span>D<\/span><\/span><\/em> \u7684\u4e0d\u540c\u6743\u8861\u5b9e\u73b0\u7684\uff0c\u5176\u4e2d\u65e9\u671f\u878d\u5408\u6a21\u578b\u9700\u8981\u66f4\u5c11\u7684\u53c2\u6570\uff1b(3) \u7a00\u758f\u65e9\u671f\u878d\u5408\u6a21\u578b\u5728\u7ed9\u5b9aFLOP\u9884\u7b97\u4e0b\u80fd\u83b7\u5f97\u66f4\u4f4e\u7684\u635f\u5931\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7684\u8bad\u7ec3\u6807\u8bb0\u3002<\/span><\/span><\/span><\/p>\n


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\u56fe 2. \u65e9\u671f vs \u665a\u671f\uff1a\u9884\u8bad\u7ec3\u6548\u7387\u3002\u65e9\u671f\u878d\u5408\u8bad\u7ec3\u8d77\u6765\u66f4\u5feb\uff0c\u6d88\u8017\u7684\u5185\u5b58\u4e5f\u66f4\u5c11\u3002<\/span><\/span><\/p>\n


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\u8868 1. \u539f\u751f\u591a\u6a21\u6001\u6a21\u578b\u7684\u6807\u5ea6\u5f8b\u3002\u6211\u4eec\u62a5\u544a\u4e86\u65e9\u671f\u548c\u665a\u671f\u6df7\u5408\u6a21\u578b\u7684\u6807\u5ea6\u5b9a\u5f8b\u7ed3\u679c\u3002\u6211\u4eec\u62df\u5408\u4e86\u4e0d\u540c\u76ee\u6807\u6570\u636e\u7c7b\u578b\u53ca\u5176\u5e73\u5747\u635f\u5931\uff08AVG\uff09\u7684\u6807\u5ea6\u5f8b\u3002<\/span><\/span><\/p>\n


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\u4e3a\u5e94\u5bf9\u591a\u6a21\u6001\u6570\u636e\u7684\u5f02\u8d28\u6027\uff0c\u7814\u7a76\u56e2\u961f\u5728\u65e9\u671f\u878d\u5408\u4e2d\u5f15\u5165\u6df7\u5408\u4e13\u5bb6\u673a\u5236<\/span>\uff08MoE\uff09<\/span>\uff0c\u5141\u8bb8\u6a21\u578b\u52a8\u6001\u5206\u914d\u4e13\u5bb6\u7f51\u7edc\u5904\u7406\u4e0d\u540c\u6a21\u6001\u3002\u7ed3\u679c\u663e\u793a\uff0cMoE\u6a21\u578b\u5728\u76f8\u540c\u63a8\u7406\u6210\u672c\u4e0b\uff0c\u6027\u80fd\u663e\u8457\u8d85\u8d8a\u5bc6\u96c6\u6a21\u578b<\/span>\uff08\u56fe3\uff09<\/span>\u3002\u4f8b\u5982\uff0c1.6B\u53c2\u6570\u7684\u7a00\u758f\u6a21\u578b\u5728\u56fe\u50cf\u63cf\u8ff0\u4efb\u52a1\u4e0a\u7684\u635f\u5931\u6bd4\u540c\u89c4\u6a21\u5bc6\u96c6\u6a21\u578b\u4f4e9.5%\u3002<\/span><\/span><\/p>\n


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\u8fdb\u4e00\u6b65\u5206\u6790\u53d1\u73b0\uff0cMoE\u7684\u4e13\u5bb6\u5c42\u5448\u73b0\u51fa\u660e\u786e\u7684\u6a21\u6001\u4e13\u4e1a\u5316\uff1a\u6d45\u5c42\u548c\u6df1\u5c42\u4e13\u5bb6\u503e\u5411\u5904\u7406\u5355\u4e00\u6a21\u6001\uff0c\u800c\u4e2d\u95f4\u5c42\u4e13\u5bb6\u5219\u8d1f\u8d23\u8de8\u6a21\u6001\u878d\u5408<\/span>\uff08\u56fe4\uff09<\/span>\u3002\u6709\u8da3\u7684\u662f\uff0c\u6a21\u6001\u65e0\u5173\u8def\u7531<\/span>\uff08Modality-Agnostic Routing\uff09<\/span>\u7684\u8868\u73b0\u4f18\u4e8e\u4eba\u5de5\u9884\u8bbe\u7684\u6a21\u6001\u4e13\u5c5e\u8def\u7531\uff0c\u8bf4\u660e\u6a21\u578b\u80fd\u81ea\u4e3b\u5b66\u4e60\u6700\u4f18\u53c2\u6570\u5206\u914d\u7b56\u7565\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe 3. MoE vs Dense\uff1a\u6807\u5ea6\u8bad\u7ec3flop\u3002\u5728\u6807\u5ea6\u8bad\u7ec3tokens\u6570\u91cf\u548c\u6a21\u578b\u5927\u5c0f\u65f6\uff0c\u6211\u4eec\u6bd4\u8f83\u4e86MoE\u548c\u5bc6\u96c6\u65e9\u671f\u878d\u5408\u6a21\u578b\u3002MoEs\u5728\u5339\u914d\u6d3b\u52a8\u53c2\u6570\u6570\u91cf\u65f6\u4f18\u4e8e\u5bc6\u96c6\u6a21\u578b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe 4. MoE\u4e13\u4e1a\u5316\u9891\u7387\uff08specialization frequency\uff09\u3002<\/span><\/span><\/p>\n


<\/span><\/h4>\n


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\u5b9e\u8df5\u542f\u793a\u4e0e\u672a\u6765\u65b9\u5411<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


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\u7814\u7a76\u8868\u660e\uff0c\u65e9\u671f\u878d\u5408\u67b6\u6784\u5728\u5927\u591a\u6570\u573a\u666f\u4e0b\u662f\u66f4\u4f18\u9009\u62e9\uff0c\u5c24\u5176\u5728\u8d44\u6e90\u53d7\u9650\u65f6\u4f18\u52bf\u663e\u8457\u3002\u6b64\u5916\uff0c\u6570\u636e\u6df7\u5408\u6bd4\u4f8b\u5bf9\u6269\u5c55\u89c4\u5f8b\u5f71\u54cd\u5fae\u5f31\uff0c\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u8005\u53ef\u7075\u6d3b\u8c03\u6574\u6570\u636e\u914d\u6bd4\u3002\u4e0d\u8fc7\uff0c\u7814\u7a76\u4ecd\u5b58\u5728\u5c40\u9650\uff0c\u5b9e\u9a8c\u9650\u4e8e\u56fe\u50cf-\u6587\u672c\u53cc\u6a21\u6001\uff0c\u672a\u63a2\u7d22\u66f4\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u5bf9\u65e9\u671f\u878d\u5408\u7684\u5f71\u54cd\u3002\u672a\u6765\u5de5\u4f5c\u6216\u5c06\u9a8c\u8bc1\u8fd9\u4e9b\u5b9a\u5f8b\u5728\u89c6\u9891\u3001\u97f3\u9891\u7b49\u590d\u6742\u6a21\u6001\u4e2d\u7684\u666e\u9002\u6027\u3002\u8fd9\u4e00\u7a81\u7834\u4e3a\u591a\u6a21\u6001\u6a21\u578b\u7684\u67b6\u6784\u8bbe\u8ba1\u4e0e\u8bad\u7ec3\u7b56\u7565\u63d0\u4f9b\u4e86\u5168\u65b0\u89c6\u89d2\uff0c\u6216\u63a8\u52a8\u66f4\u9ad8\u6548\u3001\u8f7b\u91cf\u7684\u901a\u7528AI\u7cfb\u7edf\u8bde\u751f\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u5f6d\u6668<\/span><\/span> <\/span><\/span>| \u7f16\u8bd1<\/span><\/span><\/strong><\/span><\/strong><\/p>\n


<\/span><\/section>\n

<\/span><\/section>\n
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\u300c\u4eba\u673a\u534f\u540c\u7684\u667a\u80fd\u65f6\u4ee3\u300d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/span><\/section>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u6559\u6388\u8d75\u4e91\u6ce2\u3001\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u526f\u6559\u6388\u5434\u5174\u86df\u4e24\u4f4d\u8001\u5e08\u5171\u540c\u53d1\u8d77\u300c\u4eba\u673a\u534f\u540c\u7684\u667a\u80fd\u65f6\u4ee3\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u6b21\u8bfb\u4e66\u4f1a\u5c06\u63a2\u8ba8\uff1a<\/span><\/span><\/p>\n


<\/span><\/span><\/p>\n

\u4eba\u7c7b\u667a\u80fd\u548c\u673a\u5668\u667a\u80fd\u5404\u81ea\u7684\u4f18\u52bf\u6709\u54ea\u4e9b\uff1f\u667a\u80fd\u8fb9\u754c\u5982\u4f55\uff1f\u5982\u4f55\u901a\u8fc7\u66f4\u6709\u6548\u7684\u6807\u6ce8\u7b56\u7565\u548c\u6570\u636e\u751f\u6210\u6280\u672f\u6765\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff1f\u5982\u4f55\u8bbe\u8ba1\u66f4\u52a0\u9ad8\u6548\u7684\u4eba\u673a\u534f\u4f5c\u7cfb\u7edf\uff0c\u5b9e\u73b0\u9ad8\u6548\u5171\u8d62\u7684\u6548\u679c\uff1f\u5982\u4f55\u63d0\u9ad8\u673a\u5668\u51b3\u7b56\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u900f\u660e\u6027\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u53ef\u4fe1\u5ea6\uff1f\u5982\u4f55\u901a\u8fc7\u591a\u6a21\u6001\u534f\u4f5c\u878d\u5408\u4e0d\u540c\u611f\u77e5\u901a\u9053\uff0c\u5e94\u5bf9\u590d\u6742\u7684\u51b3\u7b56\u4efb\u52a1\uff1f<\/span><\/span><\/p>\n


<\/span><\/span><\/p>\n

\u8bfb\u4e66\u4f1a\u8ba1\u5212\u4ece6\u670821\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u516d\u665a19:00-21:00\u8fdb\u884c\uff0c\u9884\u8ba1\u6301\u7eed\u7ea68\u5468\u3002\u8bda\u631a\u9080\u8bf7\u9886\u57df\u5185\u7814\u7a76\u8005\u3001\u5bfb\u6c42\u8de8\u9886\u57df\u878d\u5408\u7684\u7814\u7a76\u8005\u52a0\u5165\uff0c\u5171\u540c\u63a2\u8ba8\u3002<\/span><\/span><\/p>\n


<\/span><\/span><\/p>\n

\"\u56fe\u7247\"<\/span><\/a><\/span><\/p>\n


<\/span><\/span><\/p>\n

\u8be6\u60c5\u8bf7\u89c1\uff1a\u4eba\u7c7b\u4e0e\u673a\u5668\u7684\u667a\u6167\u78b0\u649e\uff1a\u4eba\u673a\u534f\u540c\u7684\u667a\u80fd\u65f6\u4ee3\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1. \u6570\u636e\u9a71\u52a8\u7684\u81ea\u76f8\u4f3c\u6027\u53d1\u73b0\uff1a\u89e3\u9501\u590d\u6742\u7269\u7406\u73b0\u8c61\u4e2d\u7684\u6807\u5ea6\u5f8b<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2. PRE \u901f\u9012\uff1a\u6d41\u4f53\u7f51\u7edc\u5173\u7cfb\uff1a\u8870\u51cf\u89c4\u5f8b\u9047\u89c1\u7a7a\u95f4\u81ea\u7ec4\u7ec7\u3001\u5c3a\u5ea6\u4e0d\u53d8\u6027\u4e0e\u63a7\u5236\u6807\u5ea6<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3. \u65e0\u91cf\u7eb2\u5b66\u4e60\uff1a\u673a\u5668\u5b66\u4e60\u8bc6\u522b\u65e0\u91cf\u7eb2\u6570\u4e0e\u6807\u5ea6\u5f8b<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span><\/strong><\/span>\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/section>\n

6. \u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><\/p>\n


<\/span><\/strong><\/span><\/section>\n


<\/span><\/p>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u6458\u8981 \u6784\u5efa\u80fd\u591f\u901a\u8fc7\u591a\u6a21\u6001\u4fe1\u53f7\u6709\u6548\u611f\u77e5\u4e16\u754c\u7684\u901a\u7528\u6a21\u578b\u4e00\u76f4\u662f\u957f\u671f\u76ee\u6807\u3002\u5f53\u524d\u7684\u65b9\u6cd5\u5305\u62ec\u5c06\u5355\u72ec\u9884\u8bad\u7ec3\u7684\u7ec4\u4ef6\u8fdb\u884c\u6574\u5408\uff0c\u4f8b\u5982\u5c06\u89c6\u89c9\u7f16\u7801\u5668\u8fde\u63a5\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5e76\u7ee7\u7eed\u8fdb\u884c\u591a\u6a21\u6001\u8bad\u7ec3\u3002\u5c3d\u7ba1\u6b64\u7c7b\u65b9\u6cd5\u8868\u73b0\u51fa\u663e\u8457\u7684\u6837\u672c\u6548\u7387\uff0c\u4f46\u662f\u5426\u8fd9\u79cd\u540e\u671f\u878d\u5408\u67b6\u6784\u672c\u8d28\u4e0a\u66f4\u4f18\u8d8a\u4ecd\u662f\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u91cd\u65b0\u5ba1\u89c6\u4e86\u539f\u751f\u591a…<\/p>\n","protected":false},"author":0,"featured_media":59621,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/59632"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=59632"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/59632\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/59621"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=59632"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=59632"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=59632"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=59632"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}