{"id":62860,"date":"2025-07-31T19:27:47","date_gmt":"2025-07-31T11:27:47","guid":{"rendered":"https:\/\/swarma.org\/?p=62860"},"modified":"2025-07-31T19:27:47","modified_gmt":"2025-07-31T11:27:47","slug":"nature%e5%ad%90%e5%88%8a%ef%bc%9a%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%bc%80%e5%90%af%e7%96%ab%e6%83%85%e5%ae%9e%e6%97%b6%e9%a2%84%e6%b5%8b%e6%96%b0%e6%97%b6%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=62860","title":{"rendered":"Nature\u5b50\u520a\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u5f00\u542f\u75ab\u60c5\u5b9e\u65f6\u9884\u6d4b\u65b0\u65f6\u4ee3"},"content":{"rendered":"
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\u5bf9\u6b63\u5728\u7206\u53d1\u7684\u4f20\u67d3\u75c5\u77ed\u671f\u4f20\u64ad\u8fdb\u884c\u9884\u6d4b\uff0c\u9762\u4e34\u7740\u53c2\u4e0e\u56e0\u7d20\u590d\u6742\u4e14\u76f8\u4e92\u5173\u8054\u7684\u6311\u6218\uff0c\u8fd9\u4e9b\u56e0\u7d20\u65e2\u5305\u62ec\u591a\u6a21\u6001\u53d8\u91cf\uff0c\u4e5f\u6db5\u76d6\u516c\u5171\u653f\u7b56\u4e0e\u4eba\u7c7b\u884c\u4e3a\u7684\u4ea4\u4e92\u5f71\u54cd\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a PandemicLLM \u7684\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u57fa\u4e8e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5c06\u5b9e\u65f6\u6d41\u884c\u75c5\u9884\u6d4b\u91cd\u65b0\u8868\u8ff0\u4e3a\u6587\u672c\u63a8\u7406\u95ee\u9898\uff0c\u5e76\u80fd\u591f\u6574\u5408\u5b9e\u65f6\u3001\u590d\u6742\u4e14\u975e\u6570\u503c\u5316\u7684\u4fe1\u606f\u3002\u7814\u7a76\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u2014\u4eba\u7c7b\u534f\u540c\u63d0\u793a\u8bcd\u8bbe\u8ba1\u4e0e\u65f6\u5e8f\u8868\u793a\u5b66\u4e60\uff0c\u5b9e\u73b0\u5bf9\u591a\u6a21\u6001\u6570\u636e\u7684\u7f16\u7801\u3002\u4ee5COVID-19\u75ab\u60c5\u4e3a\u5e94\u7528\u573a\u666f\uff0cPandemicLLM\u5229\u7528\u516c\u5171\u536b\u751f\u653f\u7b56\u6587\u672c\u3001\u57fa\u56e0\u7ec4\u76d1\u6d4b\u3001\u7a7a\u95f4\u4e0e\u6d41\u884c\u75c5\u5b66\u65f6\u5e8f\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u5728\u7f8e\u56fd50\u4e2a\u5dde\u5f00\u5c55\u4e86\u4e3a\u671f19\u4e2a\u6708\u7684\u6d4b\u8bd5\u3002\u7ed3\u679c\u8868\u660e\uff0cPandemicLLM\u5728\u6574\u5408\u5f02\u6784\u4fe1\u606f\u6765\u6e90\u65b9\u9762\u5177\u5907\u72ec\u7279\u4f18\u52bf\uff0c\u4e14\u76f8\u8f83\u73b0\u6709\u6a21\u578b\u5c55\u73b0\u51fa\u663e\u8457\u6027\u80fd\u63d0\u5347\u3002<\/span><\/span><\/strong><\/p>\n


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\u8bba\u6587\u9898\u76ee\uff1aAdvancing real-time infectious disease forecasting using large language models<\/span><\/span><\/p>\n

\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e746\u67086\u65e5<\/span><\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.nature.com\/articles\/s43588-025-00798-6<\/span><\/span><\/p>\n

\u53d1\u8868\u671f\u520a\uff1aNature Computational Science<\/span><\/span><\/p>\n<\/blockquote>\n


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\u56fe 1. PandemicLLM\u7684\u6d41\u884c\u75c5\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3002<\/span><\/span><\/p>\n


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\u56fe 2. \u4eba\u5de5\u667a\u80fd-\u4eba\u7c7b\u5408\u4f5c\u63d0\u793a\u8bcd\u8bbe\u8ba1\u3002\u7f8e\u56fd\u6240\u670950\u4e2a\u5dde\u7684\u7a7a\u95f4\u6570\u636e\u88ab\u8f6c\u6362\u6210\u8bed\u8a00\u63cf\u8ff0\uff0c\u4ee5\u53cd\u6620\u6307\u6807\u6392\u540d\uff1b\u7b56\u7565\u6570\u636e\u5305\u62ec\u4e25\u683c\u7ea7\u522b\u548c\u6bcf\u5468\u7684\u53d8\u5316\u3002\u6d41\u884c\u75c5\u5b66\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4f7f\u7528\u53d9\u8ff0\u751f\u6210\uff08narrative generation\uff09\u548c\u8868\u5f81\u5b66\u4e60\u3002\u8868\u5f81\u5b66\u4e60\u7ec4\u4ef6\u4f7f\u7528RNN\u7f16\u7801\u5668\uff0c\u56fe\u4e2d\u663e\u793a\u4e86\u4e00\u4e2a\u57fa\u4e8eGRU\u7684\u7f16\u7801\u5668\uff0c\u5176\u4e2d\u03c3\u8868\u793asigmoid\u6fc0\u6d3b\u51fd\u6570\u3002\u57fa\u56e0\u7ec4\u76d1\u6d4b\u6570\u636e\u5c06\u53d8\u5f02\u7279\u5f81\u7684\u6587\u672c\u6458\u8981\u4e0e\u8fd1\u671f\u6d41\u884c\u60c5\u51b5\u76f8\u7ed3\u5408\u3002<\/span><\/span><\/p>\n


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\u5728\u63d0\u793a\u6587\u672c\u4e0e\u5e8f\u5217\u8868\u793a\u6784\u5efa\u5b8c\u6bd5\u540e\uff0cPandemicLLM\u5c55\u5f00\u7ec6\u81f4\u7684\u8bad\u7ec3\u4e0e\u9a8c\u8bc1\uff1a\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e09\u7248\u6a21\u578b\u2014\u2014PandemicLLM-1<\/span>\uff08\u4f7f\u7528\u524d5\u4e2a\u6708\u6570\u636e\uff09<\/span>\u3001PandemicLLM-2<\/span>\uff08\u524d11\u4e2a\u6708\u6570\u636e\uff09<\/span>\u4e0ePandemicLLM-3<\/span>\uff0820\u4e2a\u6708\u6570\u636e\uff09<\/span>\uff0c\u5e76\u5206\u522b\u5728\u4e4b\u540e19\u300113\u30014\u4e2a\u6708\u7684\u6570\u636e\u4e0a\u6d4b\u8bd5\uff0c\u5747\u672a\u8fdb\u884c\u989d\u5916\u518d\u8bad\u7ec3\u3002<\/span><\/span><\/p>\n


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\u6a21\u578b\u91c7\u7528\u4ea4\u53c9\u71b5\u53ca\u6539\u8fdb\u7684\u635f\u5931\u51fd\u6570\uff0c\u7ec6\u5316\u5bf9\u4e0d\u540c\u7c7b\u522b\u9519\u8bef\u7684\u60e9\u7f5a\u3002\u4e3a\u5bf9\u6bd4\u57fa\u51c6\uff0c\u7814\u7a76\u9009\u53d6CDC Ensemble Model\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u5e76\u5c06\u5176\u8fde\u7eed\u5206\u4f4d\u6570\u8f93\u51fa\u6620\u5c04\u4e3a\u4e94\u7c7bHTC\u7c7b\u522b\uff0c\u786e\u4fdd\u53ef\u6bd4\u6027\u3002<\/span><\/span><\/p>\n


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\u6027\u80fd\u8bc4\u4f30\u4e0e\u53ef\u4fe1\u5ea6\u5206\u6790<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u7efc\u5408\u51c6\u786e\u7387\u3001\u52a0\u6743\u5747\u65b9\u8bef\u5dee<\/span>\uff08weight MSE\uff0cWMSE\uff09<\/span>\u3001Brier\u5f97\u5206\u4e0e\u6392\u540d\u6982\u7387\u5f97\u5206<\/span>\uff08RPS\uff09<\/span>\u7b49\u6307\u6807\uff0c\u4e09\u4e2a\u7248\u672c\u7684PandemicLLM\u57281\u5468\u4e0e3\u5468\u9884\u6d4b\u4e0a\u5747\u663e\u8457\u8d85\u8d8aCDC Ensemble Model\uff0c\u5c24\u5176\u5728\u5173\u952e\u8f6c\u6298\u70b9<\/span>\uff08\u59822021\u5e749\u6708\u6d41\u884c\u9ad8\u5cf0\u548c2022\u5e74\u521dOmicron\u6765\u88ad<\/span>\uff09\u4fdd\u6301\u7a33\u5b9a\u6027\u80fd\u3002<\/span><\/span><\/p>\n


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\u8fdb\u4e00\u6b65\u901a\u8fc7\u201c\u7f6e\u4fe1\u5ea6\u9608\u503c\u201d\u5206\u6790\u53d1\u73b0\uff0c\u968f\u7740\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u589e\u52a0\uff0c\u6a21\u578b\u7cbe\u51c6\u5ea6\u540c\u6837\u63d0\u5347\uff1aPandemicLLM-2\u5728\u7f6e\u4fe1\u5ea6\u22650.85\u65f6\uff0c1\u5468\u9884\u6d4b\u6b63\u786e\u7387\u8fbe75%\u30013\u5468\u8fbe77%\uff0c\u4e3a\u51b3\u7b56\u8005\u63d0\u4f9b\u4e86\u53ef\u4f9d\u8d56\u7684\u98ce\u9669\u6307\u5357\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u65f6\u95f4\u533f\u540d\u5316\u63d0\u793a\u4e0e\u5168\u6a21\u578b\u53bb\u6807\u8bc6\u5316\u6d4b\u8bd5\uff0c\u9a8c\u8bc1\u4e86PandemicLLM\u5bf9\u5148\u9a8c\u77e5\u8bc6\u7684\u7a33\u5065\u4f9d\u8d56\uff0c\u786e\u4fdd\u4e86\u9884\u6d4b\u7684\u516c\u6b63\u4e0e\u53ef\u4fe1\u3002<\/span><\/span><\/p>\n


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

<\/section>\n

\u56fe 3. PandemicLLM\u6a21\u578b\u8868\u73b0\u8bc4\u4f30\u3002\u4e09\u79cdPandemicLLM\u4e0eCDC\u96c6\u6210\u6a21\u578b\u7684\u8de8\u65f6\u95f4\u6027\u80fd\u6bd4\u8f83y\u8f74\u8868\u793aWMSE\u7684\u5c3a\u5ea6\u3002\u56fe\u4e2d\u7684\u6bcf\u7ec4\u67f1\u72b6\u56fe\u4ee3\u8868\u4e86\u7279\u5b9a\u4e00\u5468\u5185\u6240\u670950\u4e2a\u5dde\u7684WMSE\u5206\u5e03\u3002a\u30011\u5468\u9884\u6d4b\u6548\u679c\u3002b\u30013\u5468\u9884\u6d4b\u8868\u73b0\u3002<\/span><\/span><\/p>\n


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

\u4f20\u7edf\u6a21\u578b\u5728\u5e94\u5bf9\u7a81\u53d8\u682a\u65f6\u5b58\u5728\u7684\u95ee\u9898\u662f\uff0c\u5e38\u56e0\u62a5\u544a\u6ede\u540e\u800c\u9884\u6d4b\u5931\u51c6\u3002PandemicLLM\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u53ef\u5c06\u6743\u5a01\u673a\u6784\u5bf9\u65b0\u53d8\u5f02\u682a\u7684\u4f20\u67d3\u6027\u3001\u91cd\u75c7\u7387\u4e0e\u514d\u75ab\u9003\u9038\u7b49\u6587\u672c\u4fe1\u606f\uff0c\u8fde\u540c\u5f53\u5468\u53d8\u5f02\u682a\u6bd4\u4f8b\u5d4c\u5165\u63d0\u793a\u8bcd\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u57282022\u5e7410\u6708\u8d77\u65b0\u53d8\u5f02\u682a\u5feb\u901f\u6d41\u884c\u9636\u6bb5\uff0c\u52a0\u5165\u57fa\u56e0\u7ec4\u76d1\u6d4b\u4fe1\u606f\u7684PandemicLLM-3\u8f83\u5bf9\u7167\u7248\u672c\uff0c\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u5e73\u5747\u63d0\u534720.1%\uff0cWMSE\u5e73\u5747\u964d\u4f4e28.2%\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5bf9\u4e0a\u5347\u8d8b\u52bf\u7684\u654f\u9510\u6355\u6349\u3002<\/span><\/span><\/p>\n


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\u5e94\u7528\u524d\u666f\u4e0e\u6311\u6218<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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


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PandemicLLM\u5f00\u521b\u6027\u5730\u5c06\u591a\u6e90\u5f02\u6784\u75ab\u60c5\u6570\u636e\u6574\u5408\u4e3a\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0c\u4e3a\u77ed\u671f\u9884\u6d4b\u63d0\u4f9b\u4e86\u65b0\u8303\u5f0f\u3002\u672a\u6765\uff0c\u968f\u7740\u672c\u5730\u5316\u6570\u636e<\/span>\uff08\u5982\u53bf\u7ea7\u76d1\u6d4b\u3001\u5e9f\u6c34\u6d41\u884c\u75c5\u5b66\u53ca\u884c\u4e3a\u8c03\u67e5\uff09<\/span>\u7684\u52a0\u5165\uff0c\u53ef\u8fdb\u4e00\u6b65\u7ec6\u5316\u5230\u66f4\u5c0f\u8303\u56f4\u7684\u51b3\u7b56\u652f\u6301\u3002\u53e6\u4e00\u65b9\u9762\uff0cLLM\u5fae\u8c03\u4ecd\u9700\u5927\u91cf\u7b97\u529b\u4e0e\u6570\u636e\uff0c\u96be\u4ee5\u76f4\u63a5\u7528\u4e8e\u957f\u671f\u6570\u503c\u9884\u6d4b\u53ca\u8d44\u6e90\u53d7\u9650\u573a\u666f\uff1b\u6a21\u578b\u5185\u5728\u201c\u9ed1\u7bb1\u201d\u7279\u6027\u4e5f\u9700\u7ed3\u5408\u53ef\u89e3\u91ca\u6027\u5de5\u5177\u52a0\u4ee5\u7f13\u89e3\u3002\u603b\u4e4b\uff0cPandemicLLM\u4e3a\u75ab\u60c5\u5e94\u6025\u54cd\u5e94\u6ce8\u5165\u4e86AI\u4e0e\u6587\u672c\u63a8\u7406\u7684\u521b\u65b0\u52a8\u529b\uff0c\u5c55\u671b\u53ef\u63a8\u5e7f\u81f3\u6d41\u611f\u3001\u547c\u5438\u9053\u5408\u80de\u75c5\u6bd2\u7b49\u66f4\u591a\u516c\u5171\u536b\u751f\u9886\u57df\uff0c\u4e3a\u7cbe\u51c6\u9884\u8b66\u4e0e\u79d1\u5b66\u51b3\u7b56\u63d0\u4f9b\u575a\u5b9e\u652f\u6491\u3002<\/span><\/span><\/p>\n

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AI\u00d7\u4f20\u64ad\u8bfb\u4e66\u4f1a\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u5728AI\u5feb\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0cAI\u4e0d\u4ec5\u6df1\u523b\u5f71\u54cd\u7740\u4fe1\u606f\u4f20\u64ad\u7684\u65b9\u5f0f\uff0c\u4e5f\u4e3a\u4f20\u64ad\u5b66\u7814\u7a76\u5e26\u6765\u4e86\u5168\u65b0\u89c6\u89d2\u548c\u65b9\u6cd5\u3002\u57fa\u4e8e\u6b64\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5317\u4eac\u5e08\u8303\u5927\u5b66\u8bb8\u5c0f\u53ef\u6559\u6388\u3001\u6d59\u6c5f\u5927\u5b66\u5f20\u5b50\u67ef\u6559\u6388\u3001\u5357\u4eac\u5927\u5b66\u738b\u6210\u519b\u6559\u6388\u3001\u6df1\u5733\u5927\u5b66\u5ed6\u597d\u526f\u6559\u6388\u5171\u540c\u53d1\u8d77\u201cAI\u00d7\u4f20\u64ad\u201d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u4ece\u8ba1\u7b97\u53d9\u4e8b\u3001\u667a\u80fd\u4f20\u64ad\u3001\u4eba\u673a\u4f20\u64ad\u4e0e\u4f20\u64ad\u4eff\u771f\u56db\u4e2a\u677f\u5757\u5411\u6765\u5171\u540c\u63a2\u7d22AI\u4e0e\u4f20\u64ad\u7684\u524d\u6cbf\u4ea4\u53c9\uff0c\u6765\u6df1\u5ea6\u7406\u89e3\u4f20\u64ad\u673a\u5236\u548c\u4f20\u64ad\u751f\u6001\u3002\u8bfb\u4e66\u4f1a\u81ea8\u670823\u65e5\u8d77\uff0c\u6bcf\u5468\u516d10:00-12:00\u4e3e\u884c\uff0c\u9884\u8ba1\u6301\u7eed12\u5468\u3002\u6b22\u8fce\u626b\u7801\u52a0\u5165\uff0c\u5171\u5efa\u201cAI\u00d7\u4f20\u64ad\u201d\u793e\u533a\u3002<\/span><\/p>\n

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\u8be6\u60c5\u8bf7\u89c1\uff1a\u5f53\u673a\u5668\u6210\u4e3a\u4e3b\u4f53\uff0c\u4f20\u64ad\u5b66\u8981\u5982\u4f55\u5e94\u5bf9\uff1f| AI\u00d7\u4f20\u64ad\u8bfb\u4e66\u4f1a\u53d1\u5e03<\/a><\/span><\/span><\/section>\n

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


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

\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1.Phys. Rep. \u91cd\u78c5\u7efc\u8ff0\uff1a\u7f51\u7edc\u53cd\u5e94-\u6269\u6563\u7cfb\u7edf\u89e3\u6790\u4f20\u67d3\u75c5\u4f20\u64ad\u7684\u590d\u6742\u52a8\u529b\u5b66<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2.Science\u6d41\u884c\u75c5\u5efa\u6a21\u7efc\u8ff0\uff1a\u6355\u6349\u51a0\u72b6\u75c5\u6bd2\u4f20\u64ad\u5168\u8fc7\u7a0b<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3.\u4f20\u67d3\u75c5\u76d1\u6d4b\u7684\u6570\u636e\u79d1\u5b66\u65b9\u6cd5\u7279\u520a\uff1a\u5927\u6570\u636e\u600e\u6837\u5e94\u5bf9\u5927\u6d41\u884c<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span><\/strong><\/span>\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>AI\u65f6\u4ee3\u7684\u5b66\u4e60\uff1a\u5171\u63a2\u4eba\u7c7b\u5b66\u4e60\u7684\u590d\u6742\u6027<\/span><\/a><\/span><\/strong><\/section>\n

6. \u9ad8\u8003\u5206\u6570\u53ea\u662f\u5f20\u5165\u573a\u5238\uff0c\u4f60\u7684\u79d1\u7814\u5192\u9669\u5728\u8fd9\u91cc\u542f\u822a\uff01<\/span><\/a><\/span><\/strong><\/p>\n

7.<\/span><\/span><\/strong><\/strong><\/span> <\/span><\/span><\/strong><\/strong><\/span>\u7cfb\u7edf\u79d1\u5b66\u524d\u6cbf\u5341\u8bb2\uff1a\u7406\u89e3\u81ea\u7136\u3001\u751f\u547d\u4e0e\u793e\u4f1a\u7684\u590d\u6742\u6027<\/span><\/a><\/span><\/strong><\/strong><\/span><\/p>\n


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


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<\/span><\/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 \u5bf9\u6b63\u5728\u7206\u53d1\u7684\u4f20\u67d3\u75c5\u77ed\u671f\u4f20\u64ad\u8fdb\u884c\u9884\u6d4b\uff0c\u9762\u4e34\u7740\u53c2\u4e0e\u56e0\u7d20\u590d\u6742\u4e14\u76f8\u4e92\u5173\u8054\u7684\u6311\u6218\uff0c\u8fd9\u4e9b\u56e0\u7d20\u65e2\u5305\u62ec\u591a\u6a21\u6001\u53d8\u91cf\uff0c\u4e5f\u6db5\u76d6\u516c\u5171\u653f\u7b56\u4e0e\u4eba\u7c7b\u884c\u4e3a\u7684\u4ea4\u4e92\u5f71\u54cd\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a PandemicLLM \u7684\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u57fa\u4e8e\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5c06\u5b9e\u65f6\u6d41\u884c\u75c5\u9884\u6d4b\u91cd\u65b0\u8868\u8ff0\u4e3a\u6587\u672c\u63a8\u7406\u95ee\u9898\uff0c\u5e76\u80fd\u591f\u6574\u5408\u5b9e\u65f6\u3001\u590d\u6742\u4e14\u975e\u6570\u503c\u5316\u7684\u4fe1\u606f\u3002\u7814…<\/p>\n","protected":false},"author":0,"featured_media":62849,"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\/62860"}],"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=62860"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/62860\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/62849"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=62860"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=62860"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=62860"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=62860"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}