{"id":44506,"date":"2024-08-16T18:00:02","date_gmt":"2024-08-16T10:00:02","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=44506"},"modified":"2024-08-14T11:04:52","modified_gmt":"2024-08-14T03:04:52","slug":"%e3%80%8c%e4%ba%ba%e5%b7%a5%e5%8c%96%e5%ad%b8%e6%99%ba%e6%85%a7%e3%80%8d%e6%87%89%e7%94%a8%e5%a4%a7%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8bllm%e7%9a%84%e5%8c%96%e5%ad%b8%e5%88%86%e6%9e%90%e5%b7%a5","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=44506","title":{"rendered":"\u300c\u4eba\u5de5\u5316\u5b78\u667a\u6167\u300d\u61c9\u7528\u5927\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u5316\u5b78\u5206\u6790\u5de5\u5177"},"content":{"rendered":"

\u5927\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u51fa\u73fe\uff0c\u8b93\u4eba\u5011\u770b\u5230\u4e86\u4eba\u5de5\u667a\u6167\u6240\u80fd\u5c55\u73fe\u7684\u9ad8\u5ea6\u81ea\u4e3b\u6027\uff0cLLM\u80fd\u5b8c\u6210\u4e0d\u5c11\u8de8\u9818\u57df\u7684\u4efb\u52d9\uff0c\u4e26\u4e14\u5c55\u73fe\u5f88\u4e0d\u932f\u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u80fd\u529b\u3002\u4e0d\u904e\uff0c\u9762\u5c0d\u4e00\u4e9b\u770b\u4f3c\u7c21\u55ae\u7684\u6578\u5b78\u8a08\u7b97\u6216\u662f\u5316\u5b78\u5f0f\u8f49\u63db\u7684\u4efb\u52d9\u6642\uff0c\u5927\u8a9e\u8a00\u6a21\u578b\u537b\u6703\u51fa\u73fe\u8aa4\u5dee\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u500b\u9650\u5236\uff0c\u4e26\u4e14\u767c\u63eeLLM\u7684\u6548\u7528\uff0c\u5fc5\u9808\u6574\u5408\u5176\u4ed6\u5de5\u5177\uff0c\u8b93LLM\u8b8a\u5f97\u5177\u6709\u8a08\u7b97\u53ca\u5206\u6790\u80fd\u529b\u3002<\/strong><\/span><\/p>\n

\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n

\"\"
\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n
LLM<\/strong>\u7684\u4fb7\u9650\u4ee5\u53ca\u7cfb\u7d71\u6574\u5408<\/strong><\/span><\/h6>\n

\u76ee\u524d\u6700\u88ab\u5ee3\u6cdb\u8a0e\u8ad6\u7684GPT-4\u53caGPT-3\u7b49\u5927\u8a9e\u8a00\u6a21\u578b\uff0c\u5728\u8a08\u7b97\u6578\u5b78\u5f0f\u5982\uff1a12345\u4e58\u4ee598765\u9019\u984c\u6642\uff0c\u6c92\u6709\u8fa6\u6cd5\u6b63\u78ba\u7684\u7b97\u51fa\u7b54\u6848\uff0c\u751a\u81f3\u6bcf\u6b21\u8a62\u554f\u6642\uff0c\u6240\u5f97\u5230\u7684\u7b54\u6848\u7686\u4e0d\u76f8\u540c\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u500b\u554f\u984c\uff0c\u7531\u65bc\u5927\u8a9e\u8a00\u6a21\u578b\u80cc\u5f8c\u7684\u53c3\u6578\u5177\u6709\u9ad8\u5ea6\u7684\u8907\u96dc\u6027\uff0c\u4e14\u6a21\u578b\u76f8\u7576\u9f90\u5927\uff0c\u56e0\u6b64\u70ba\u4e86\u8abf\u6821\u4f7f\u7528\u60c5\u5883\uff0c\u8b93\u5927\u8a9e\u8a00\u6a21\u578b\u66f4\u5177\u5099\u4e0d\u540c\u9818\u57df\u7684\u61c9\u7528\u80fd\u529b\uff0c\u51fa\u73fe\u4e86\u6240\u8b02\u7684\u300c\u63d0\u793a\u5de5\u7a0b (prompt engineering)\u300d\uff0c\u85c9\u7531\u4f7f\u7528\u8005\u63d0\u4f9b\u4e26\u6539\u5584\u300cprompt\u300d\u7684\u65b9\u6cd5\uff0c\u900f\u904e\u5c0d\u8a71\u6642\u6240\u7d66\u4e88LLM\u7684\u63d0\u793a\uff0c\u4f86\u7372\u5f97\u60f3\u8981\u7684\u7b54\u6848\u3002<\/p>\n

\u53e6\u4e00\u7a2e\u63d0\u5347LLM\u80fd\u529b\u7684\u65b9\u6cd5\uff0c\u5247\u662f\u900f\u904e\u4e0d\u540c\u7cfb\u7d71\u7684\u4e32\u63a5\uff0c\u5c07\u9700\u8981\u8a08\u7b97\u53ca\u5206\u6790\u7684\u554f\u984c\uff0c\u5f15\u5c0eLLM\u4f7f\u7528\u53e6\u4e00\u500b\u7cfb\u7d71\u4f86\u9032\u884c\u904b\u7b97\u3002\u4ee5\u5316\u5b78\u70ba\u4f8b\uff0c\u76ee\u524d\u5df2\u7d93\u6709\u4e0d\u5c11\u5316\u5b78\u5206\u6790\u5de5\u5177\u88ab\u958b\u767c\u51fa\u4f86\uff08\u4f8b\u5982RXN for Chemistry\u6216\u662fAIZynthFinder\u7b49\u8edf\u9ad4\uff09\uff0c\u96d6\u7136\u4ed6\u5011\u4ecd\u7136\u5728\u7368\u7acb\u7684\u74b0\u5883\u4e2d\u904b\u884c\uff0c\u4f46\u5982\u679c\u80fd\u5c07\u9019\u4e9b\u7cfb\u7d71\u90fd\u6574\u5408\u8d77\u4f86\uff0c\u61c9\u8a72\u5c31\u80fd\u767c\u63ee\u4ed6\u5011\u66f4\u591a\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

 <\/p>\n

\u5c07\u300c\u554f\u984c\u89e3\u6c7a\u6d41\u7a0b\u300d\u6a19\u6e96\u5316<\/strong><\/span><\/h6>\n

\u5728Bran\u7b49\u4eba (2024) \u7684\u7814\u7a76\u4e2d\uff0c\u767c\u5c55\u4e86\u4e00\u500b\u540d\u70ba\u300cChemCrow\u300d\u7684\u4ee3\u7406\u4eba (agent)\uff0c\u5373\u662f\u5229\u7528\u4e86LLM\u6240\u5177\u6709\u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u80fd\u529b\uff0c\u4e26\u4e14\u900f\u904e\u5176\u4ed6\u5c08\u5bb6\u7cfb\u7d71\u7684\u6574\u5408\uff0c\u8b93LLM\u4e5f\u80fd\u64c1\u6709\u5316\u5b78\u7684\u77e5\u8b58\u3002<\/p>\n

\u7814\u7a76\u8005\u5011\u628a\u554f\u984c\u89e3\u6c7a\u7684\u6d41\u7a0b\u8b8a\u5f97\u66f4\u6709\u7cfb\u7d71\u6027\uff0c\u5982\u6b64\u4e00\u4f86\uff0c\u53ef\u4ee5\u8b93\u4f7f\u7528\u8005\u8207LLM\u4e4b\u9593\u7684\u300cprompt\u300d\u4e5f\u8b8a\u5f97\u5177\u6709\u4e00\u81f4\u6027\u3002\u5728\u554f\u984c\u89e3\u6c7a\u7684\u601d\u8003\u8ff4\u5708\u4e2d\uff0c\u5171\u5206\u56db\u500b\u6b65\u9a5f\uff1a\u7b2c\u4e00\u6b65\u9a5f\u3001\u601d\u8003\uff1a\u63a8\u7406\u3001\u8a08\u756b\uff1b\u7b2c\u4e8c\u6b65\u9a5f\u3001\u884c\u52d5\uff1a\u9078\u64c7\u5de5\u5177\uff1b\u7b2c\u4e09\u6b65\u9a5f\u3001\u884c\u52d5\u8f38\u5165\uff1a\u4f7f\u7528\u5de5\u5177\uff1b\u7b2c\u56db\u6b65\u9a5f\u3001\u89c0\u5bdf\uff1a\u5206\u6790\u3002<\/p>\n

\u5728\u9032\u884c\u7b2c\u4e00\u6b65\u9a5f\u4ee5\u53ca\u7b2c\u56db\u6b65\u9a5f\u6642\uff0c\u9935\u7d66LLM\u4ee5\u53ca\u6700\u5f8cLLM\u6240\u51fa\u4f86\u7684\u7d50\u679c\uff0c\u53ef\u80fd\u4f86\u81ea\u65bc\u5c08\u5bb6\u8a2d\u8a08\u7684\u5316\u5b78\u5de5\u5177\u6216\u8005\u662f\u4f7f\u7528\u8005\u5b9a\u7fa9\u6e05\u695a\u7279\u5b9a\u7684\u4efb\u52d9\uff0c\u6bd4\u65b9\u8aaa\uff1a\u300c\u898f\u5283\u4e26\u57f7\u884c\u6bba\u87f2\u5291\u7684\u5408\u6210\u300d\u3002\u63a5\u8457\u5728\u7b2c\u4e8c\u6b65\u9a5f\u7684\u9019\u500b\u968e\u6bb5\uff0cLLM\u6703\u53bb\u6311\u9078\u9069\u5408\u7684\u5de5\u5177\uff0c\u5728Bran\u7b49\u4eba (2024) \u7684\u7814\u7a76\u4e2d\uff0c\u5de5\u5177\u4f86\u81ea\u65bc\u7814\u7a76\u8005\u6240\u6574\u5408\u768418\u7a2e\u5de5\u5177\uff0c\u4f8b\u5982\u300cSIMLES\u8207CAS\u8f49\u63db\u300d\u3001\u300c\u5b89\u5168\u7ba1\u7406\u300d\u3001\u300c\u6587\u737b\u641c\u5c0b\u300d\u3001\u300c\u5408\u6210\u8a08\u756b\u300d\u7b49\u7b49\uff0c\u5305\u542b\u57fa\u790e\u7684\u5206\u5b50\u5f0f\u5de5\u5177\u3001\u5b89\u5168\u7ba1\u7406\u5de5\u5177\u3001\u666e\u904d\u901a\u8b58\u5de5\u5177\u3001\u53cd\u61c9\u5f0f\u5de5\u5177\u7b49\u7b49\uff0c\u5c07\u4e00\u5957\u5316\u5b78\u53cd\u61c9\u6240\u6703\u63a5\u89f8\u5230\u7684\u5404\u500b\u5c64\u9762\u7684\u5de5\u5177\u90fd\u6574\u5408\u9032\u4f86\u3002\u800c\u5be6\u969b\u4e0a\u5728\u57f7\u884c\u7b2c\u4e09\u6b65\u9a5f\u7684\u6642\u5019\uff0cLLM\u5c31\u80fd\u61c9\u7528\u9019\u4e9b\u5de5\u5177\uff0c\u4f86\u5f97\u5230\u4f7f\u7528\u8005\u9700\u8981\u7684\u5206\u6790\u3002<\/p>\n

 <\/p>\n

\u9032\u884c14<\/strong>\u7a2e\u5316\u5b78\u4efb\u52d9\u7684\u7814\u7a76\u6210\u679c<\/strong><\/span><\/h6>\n

\u70ba\u4e86\u9a57\u8b49\u7cfb\u7d71\u7684\u8868\u73fe\uff0cBran\u7b49\u4eba (2024) \u7684\u7814\u7a76\u4e2d\u8a2d\u5b9a\u4e8614\u7a2e\u4efb\u52d9\uff0c\u4e26\u4e14\u8acb\u5c08\u5bb6\u8a55\u5206\u8868\u73fe\u3002\u4efb\u52d9\u901a\u5e38\u90fd\u9700\u8981\u8acb\u7cfb\u7d71\u5354\u52a9\u9032\u884c\u6709\u6a5f\u5408\u6210\u3001\u5206\u5b50\u8a2d\u8a08\u3001\u6216\u662f\u4e00\u4e9b\u5316\u5b78\u908f\u8f2f\u4efb\u52d9\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u4efb\u52d9\u4e5f\u53ef\u80fd\u9700\u8981\u63d0\u4f9b\u6210\u672c\u9810\u7b97\u3001\u5275\u65b0\u6027\u7b49\u7b49\u5176\u4ed6\u6709\u52a9\u65bc\u7814\u7a76\u63a8\u5c55\u7684\u89c0\u9ede\u53ca\u65b9\u6848\u3002\u4f8b\u5982\u5176\u4e2d\u4e00\u500b\u4efb\u52d9\uff0c\u662f\u4f7f\u7528\u8005\u8acb\u7cfb\u7d71\u5408\u6210\u300cSafinamide\u300d\uff0c\u4e26\u4e14\u8a55\u4f30\u9700\u8981\u591a\u5c11\u8cbb\u7528\u3002\u53c8\u6216\u8005\uff0c\u662f\u4f7f\u7528\u8005\u8acb\u7cfb\u7d71\u5408\u6210\u300c\u963f\u65af\u5339\u6797\u300d\uff0c\u4e26\u4e14\u63d0\u4f9b\u6240\u6709\u53cd\u61c9\u7269\u7684\u300cGHS\uff08\u5168\u7403\u5316\u5b78\u54c1\u7d71\u4e00\u5206\u985e\u548c\u6a19\u7c3d\u5236\u5ea6\uff09\u300d\u8cc7\u6599\u3002<\/p>\n

\u5728\u9032\u884c\u9019\u4e9b\u4efb\u52d9\u6642\uff0c\u4ee5\u7814\u7a76\u8005\u6240\u63d0\u51fa\u7684\u300cChemCrow\u300d\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5c31\u6703\u4f9d\u7167\u4e0a\u8ff0\u6240\u63d0\u53ca\u7684\u56db\u6b65\u9a5f\u8ff4\u5708\u4f86\u9032\u884c\u3002\u7cfb\u7d71\u6703\u5148\u7406\u89e3\u4f7f\u7528\u8005\u6240\u63d0\u51fa\u7684\u90a3\u53e5\u8a71\uff0c\u518d\u5c07\u90a3\u53e5\u8a71\u7684\u9700\u6c42\u53ca\u76ee\u6a19\u4f86\u8f49\u63db\u6210\u5c0d\u61c9\u7684\u6b65\u9a5f\uff0c\u6700\u5f8c\u624d\u6703\u8f38\u51fa\u8981\u63d0\u4f9b\u7d66\u4f7f\u7528\u8005\u7684\u7b54\u6848\u3002<\/p>\n

\u7814\u7a76\u8005\u5011\u5c07ChemCrow\u548c\u6c92\u6709\u984d\u5916\u4f7f\u7528\u5de5\u5177\u7684GPT-4\u9032\u884c\u6bd4\u8f03\uff0c\u4ee5\u9a57\u8b49\u6574\u5408\u4e8618\u7a2e\u5de5\u5177\u4e4b\u5f8c\u7684\u7cfb\u7d71\uff0c\u662f\u4e0d\u662f\u66f4\u80fd\u6709\u6548\u5730\u56de\u7b54\u5177\u6709\u5316\u5b78\u5c08\u696d\u7684\u554f\u984c\u3002\u7d50\u679c\u986f\u793a\uff0cChemCrow\u7684\u8868\u73fe\u5728\u8d85\u904e\u534a\u6578\u4ee5\u4e0a\u7684\u4efb\u52d9\u6bd4GPT-4\u9084\u8981\u66f4\u597d\uff0c\u5c24\u5176\u662f\u5728\u8907\u96dc\u5ea6\u6bd4\u8f03\u9ad8\u7684\u4efb\u52d9\u7684\u60c5\u5883\u4e4b\u4e0b\uff0c\u66f4\u80fd\u51f8\u986f\u5dee\u7570\u3002<\/p>\n

\u800c\u7814\u7a76\u8005\u4e5f\u6307\u51fa\u4e86\u4f7f\u7528ChemCrow\u4ee5\u53ca\u55ae\u7d14\u4f7f\u7528GPT-4\u7684\u512a\u7f3a\u9ede\uff0c\u4f7f\u7528GPT-4\u6642\uff0c\u80fd\u5f97\u5230\u8f03\u70ba\u5b8c\u6574\u7684\u53e5\u5b50\uff0c\u4f46\u662f\u5728\u5206\u5b50\u5f0f\u3001\u53cd\u61c9\u3001\u904e\u7a0b\u7b49\u65b9\u9762\uff0c\u6703\u975e\u5e38\u5bb9\u6613\u51fa\u73fe\u300c\u5e7b\u89ba (hallucations)\u300d\uff0c\u4e5f\u5c31\u662f\u63d0\u4f9b\u4e00\u4e9b\u4f3c\u662f\u800c\u975e\u7684\u932f\u8aa4\u8a0a\u606f\u3002\u6b64\u5916\uff0cGPT-4\u4e5f\u96e3\u4ee5\u9032\u884c\u8a6e\u91cb\uff0c\u4e26\u4e14\u6c92\u6709\u6700\u65b0\u7684\u8cc7\u8a0a\u3002\u4e0d\u904e\uff0c\u82e5\u662f\u52a0\u5165\u4e86\u6574\u5408\u6027\u5de5\u5177\uff0c\u4f7f\u7528ChemCrow\u7684\u8a71\uff0c\u53ef\u4ee5\u66f4\u6b63\u78ba\u5730\u56de\u7b54\u51fa\u5316\u5b78\u9818\u57df\u76f8\u95dc\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u800c\u4e14\u6574\u5408\u591a\u6a23\u5de5\u5177\uff0c\u4e5f\u5177\u5099\u6a21\u7d44\u5316\u548c\u53ef\u64f4\u5145\u7684\u5f48\u6027\u3002\u4e0d\u904e\uff0c\u4ed6\u4ecd\u7136\u5076\u723e\u6703\u51fa\u73fe\u932f\u8aa4\u7684\u7d50\u8ad6\uff0c\u4e26\u4e14\u975e\u5e38\u9ad8\u5ea6\u4ef0\u8cf4\u5176\u6240\u6574\u5408\u7684\u5de5\u5177\u54c1\u8cea\u3002<\/p>\n

 <\/p>\n

\u5c0d\u65bc\u672a\u4f86\u5316\u5b78\u76f8\u95dc\u7814\u7a76\u958b\u767c\u7684\u5e6b\u52a9<\/strong><\/span><\/h6>\n

Bran\u7b49\u4eba (2024) \u5728\u8ad6\u6587\u7d50\u8ad6\u6307\u51fa\uff0cChemCrow\u662f\u7d50\u5408\u4e86LLM\u7684\u7406\u89e3\u529b\u4ee5\u53ca\u5177\u6709\u8a08\u7b97\u529f\u80fd\u4e14\u5177\u5099\u5316\u5b78\u5c08\u5bb6\u77e5\u8b58\u7684\u5de5\u5177\u4e4b\u5f8c\u6574\u5408\u800c\u6210\u7684\u7cfb\u7d71\uff0c\u5728\u7814\u7a76\u4e2d\uff0c\u8a08\u5283\u51fa\u4e86\u6bba\u87f2\u5291\u7684\u5408\u6210\uff0c\u4ee5\u53ca\u505a\u51fa\u4e86\u5e7e\u500b\u6709\u6a5f\u50ac\u5316\u5291\u548c\u5176\u4ed6\u7279\u5b9a\u7269\u8cea\u7684\u5408\u6210\u7b49\u7b49\u3002\u672a\u4f86\uff0c\u8a72\u7cfb\u7d71\u7684\u61c9\u7528\u5834\u666f\u53ef\u80fd\u662f\u5e6b\u52a9\u52a0\u901f\u65b0\u85e5\u8a66\u9a57\u6216\u662f\u5176\u4ed6\u8907\u96dc\u7684\u5206\u5b50\u53cd\u61c9\u7684\u8a2d\u8a08\u3002<\/p>\n

\u4e0d\u904e\uff0c\u7814\u7a76\u8005\u4e5f\u63d0\u9192\uff0c\u76ee\u524d\u5c0d\u65bc\u7cfb\u7d71\u7684\u8a55\u50f9\u65b9\u6cd5\uff0c\u5728\u7814\u7a76\u4e2d\u4e26\u6c92\u6709\u63d0\u51fa\u4e00\u500b\u6700\u4f73\u7684\u65b9\u6848\u3002\u76ee\u524d\u5728\u7814\u7a76\u4e2d\u4f7f\u7528\u4e8614\u500b\u4efb\u52d9\u4f86\u9032\u884c\u8a55\u5206\uff0c\u4ecd\u7136\u9700\u8981\u66f4\u5927\u898f\u6a21\u7684\u6e2c\u8a66\u4f86\u78ba\u4fdd\u7cfb\u7d71\u7684\u7a69\u5b9a\u6027\u3002<\/p>\n

 <\/p>\n

\n

\u53c3\u8003\u6587\u737b<\/strong><\/p>\n

    \n
  1. Cox, S., Schilter, O., Baldassari, C., White, A. D., & Schwaller, P. (2024). Augmenting large language models with chemistry tools. Nature Machine Intelligence, 6(5), 525-535.<\/a><\/li>\n
  2. White, A. D., Hocky, G. M., Gandhi, H. A., Ansari, M., Cox, S., Wellawatte, G. P., Sasmal, S., Yang, Z., Liu, K., Singh, Y., & Pe\u00f1a Ccoa, W. J. (2023). Assessment of chemistry knowledge in large language models that generate code. Digital Discovery<\/em>, 2(2), 368-376.<\/a><\/li>\n
  3. White, A. D., & Hocky, G. (2022). Associated Data for Do large language models know chemistry (v1.0). Zenodo.<\/a><\/li>\n
  4. RXN for Chemistry<\/a><\/li>\n
  5. AIZythFinder<\/a><\/li>\n
  6. \u7814\u7a76\u8005\u4f7f\u7528\u768414\u9805\u4efb\u52d9<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u5927\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u51fa\u73fe\uff0c\u8b93\u4eba\u5011\u770b\u5230\u4e86\u4eba\u5de5\u667a\u6167\u6240\u80fd\u5c55\u73fe\u7684\u9ad8\u5ea6\u81ea\u4e3b\u6027\uff0cLLM\u80fd\u5b8c\u6210\u4e0d\u5c11\u8de8\u9818\u57df\u7684\u4efb\u52d9\uff0c\u4e26\u4e14\u5c55\u73fe\u5f88\u4e0d\u932f\u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u80fd\u529b\u3002\u4e0d\u904e\uff0c\u9762\u5c0d\u4e00\u4e9b\u770b\u4f3c\u7c21\u55ae\u7684\u6578\u5b78\u8a08\u7b97\u6216\u662f\u5316\u5b78\u5f0f\u8f49\u63db\u7684\u4efb\u52d9\u6642\uff0c\u5927\u8a9e\u8a00\u6a21\u578b\u537b\u6703\u51fa\u73fe\u8aa4\u5dee\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u500b\u9650\u5236\uff0c\u4e26\u4e14\u767c\u63eeLLM\u7684\u6548\u7528\uff0c\u5fc5\u9808\u6574\u5408\u5176\u4ed6\u5de5\u5177\uff0c\u8b93LLM\u8b8a\u5f97\u5177\u6709\u8a08\u7b97\u53ca\u5206\u6790\u80fd\u529b\u3002<\/p>\n","protected":false},"author":20,"featured_media":44507,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293,4988],"tags":[7192,7191,7190],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u4eba\u5de5\u5316\u5b78\u667a\u6167.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44506"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=44506"}],"version-history":[{"count":2,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44506\/revisions"}],"predecessor-version":[{"id":44509,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44506\/revisions\/44509"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/44507"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=44506"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=44506"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=44506"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}