{"id":45914,"date":"2025-11-07T18:00:36","date_gmt":"2025-11-07T10:00:36","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45914"},"modified":"2025-11-05T09:53:31","modified_gmt":"2025-11-05T01:53:31","slug":"%e5%8f%af%e4%bb%a5%e8%ae%93llm%e5%b9%ab%e6%88%91%e7%94%9f%e6%88%90%e5%95%8f%e5%8d%b7%e6%a8%a3%e6%9c%ac%e5%97%8e%ef%bc%9f%e4%bb%a5%e5%ad%b8%e7%bf%92%e7%ad%96%e7%95%a5%e5%95%8f%e5%8d%b7%e7%82%ba","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45914","title":{"rendered":"\u53ef\u4ee5\u8b93LLM\u5e6b\u6211\u751f\u6210\u554f\u5377\u6a23\u672c\u55ce\uff1f\u4ee5\u5b78\u7fd2\u7b56\u7565\u554f\u5377\u70ba\u4f8b"},"content":{"rendered":"

\u5f9eChatGPT\u51fa\u73fe\u5f8c\uff0c\u5927\u8a9e\u8a00\u6a21\u578b\u6210\u70ba\u6700\u706b\u71b1\u7684\u8a71\u984c\uff0c\u8a31\u591a\u5c08\u5bb6\u90fd\u7a4d\u6975\u6295\u5165\uff0c\u5e0c\u671b\u5c07\u9019\u9805\u6280\u8853\u61c9\u7528\u65bc\u5404\u500b\u5834\u57df\uff0c\u5982\u4eca\u5e7e\u4e4e\u5404\u884c\u5404\u696d\u90fd\u6709\u5176\u61c9\u7528\u4e4b\u8655\u3002\u65e2\u7136LLM\u6700\u64c5\u9577\u641c\u96c6\u3001\u7d71\u6574\u6578\u64da\uff0c\u4e26\u85c9\u6b64\u7522\u51fa\u8a31\u591a\u8cc7\u6599\uff0c\u79d1\u5b78\u5bb6\u5011\u4fbf\u958b\u59cb\u662f\u60f3\uff0c\u662f\u4e0d\u662f\u80fd\u4f7f\u7528\u9019\u9805\u6280\u8853\u4f86\u7522\u51fa\u5927\u91cf\u6a21\u64ec\u771f\u4eba\u884c\u70ba\u8207\u60f3\u6cd5\u7684\u865b\u69cb\u6a23\u672c\u5462\uff1f\u9019\u6a23\u6216\u8a31\u5c31\u80fd\u89e3\u6c7a\u90e8\u5206\u7814\u7a76\u6703\u9762\u81e8\u7684\u6a23\u672c\u6578\u91cf\u4e0d\u8db3\u7684\u554f\u984c\u3002\u4e0d\u904e\u9019\u9805\u61c9\u7528\u4ecd\u6709\u8a31\u591a\u554f\u984c\u5c1a\u9808\u9762\u5c0d\uff0c\u50cf\u662f\u6a21\u64ec\u6a23\u672c\u662f\u5426\u80fd\u4ee3\u8868\u771f\u5be6\u4eba\u985e\u7684\u60f3\u6cd5\uff0c\u6216\u662f\u4f7f\u7528\u4e0d\u540c\u6a21\u578b\u53ef\u80fd\u7522\u51fa\u4e0d\u540c\u7814\u7a76\u7d50\u679c\u7b49\uff0c\u90fd\u6709\u5f85\u672a\u4f86\u79d1\u6280\u767c\u5c55\u4f86\u89e3\u6c7a\u3002<\/strong><\/span><\/p>\n

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

\"\"
\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n

ChatGPT\u7684\u8868\u73fe\u529b\u5982\u540c\u771f\u4eba\u4e00\u822c\uff0c\u81ea\u5f9e\u4ee5GPT (Generative Pre-trained Transformer) \u70ba\u57fa\u790e\u7684\u5927\u8a9e\u8a00\u6a21\u578b (Large Language Models, LLMs) \u6a6b\u7a7a\u51fa\u4e16\u4e4b\u5f8c\uff0c\u8b93\u4eba\u770b\u898b\u4e86AI\u767c\u5c55\u7684\u65b0\u66d9\u5149\uff0c\u79d1\u5b78\u5bb6\u5011\u4e5f\u958b\u59cb\u8a66\u60f3\uff0c\u8a31\u591a\u771f\u4eba\u884c\u70ba\u8207\u60f3\u6cd5\uff0c\u6216\u8a31\u4e5f\u53ef\u4ee5\u5229\u7528LLM\u7684\u6280\u8853\uff0c\u7522\u51fa\u5927\u91cf\u7684\u6a21\u64ec\u6a23\u672c\uff0c\u5982\u6b64\u4e00\u4f86\uff0c\u5c07\u53ef\u80fd\u53ef\u4ee5\u8b93\u6574\u500b\u4eba\u985e\u884c\u70ba\u7684\u9a57\u8b49\u4ee5\u53ca\u7406\u8ad6\u7684\u5efa\u69cb\uff0c\u8b8a\u5f97\u66f4\u5177\u6709\u898f\u6a21\u6027\u3002<\/p>\n

 <\/p>\n

\u8b93LLM<\/strong>\u751f\u6210\u554f\u5377\u6a23\u672c\u53ef\u884c\u55ce\uff1f <\/strong><\/span><\/h6>\n

Vogelsmeier\u7b49\u4eba (2025) \u7684\u7814\u7a76\uff0c\u5373\u662f\u8a66\u5716\u900f\u904eLLM\uff0c\u4f86\u751f\u6210\u5927\u91cf\u7684\u554f\u5377\u586b\u7b54\u56de\u61c9\uff0c\u4e26\u4e14\u4ee5\u5fc3\u7406\u5b78\u7684\u7db2\u8def\u5206\u6790 (network analysis) \u53ca\u56e0\u7d20\u5206\u6790 (factor analysis)\uff0c\u4f86\u5224\u65b7\u6a21\u578b\u6240\u751f\u6210\u7684\u6a23\u672c\uff0c\u662f\u5426\u78ba\u5be6\u80fd\u53cd\u6620\u771f\u4eba\u7684\u586b\u7b54\u72c0\u6cc1\u3002<\/p>\n

\u5728\u8a72\u7814\u7a76\u7684\u6587\u737b\u8a55\u8ff0\u4e2d\u63d0\u5230\uff0c\u4ee5LLM\u4f86\u751f\u6210\u554f\u5377\u6a23\u672c\u7684\u6280\u8853\u65b9\u9762\uff0c\u4e3b\u8981\u6709\u5e7e\u9ede\u9650\u5236\u8207\u6311\u6230\uff0c\u9996\u5148\uff0cLLM\u7684\u8a13\u7df4\u8cc7\u6599\u8a31\u591a\u4f86\u81ea\u65bc\u7db2\u8def\u4e0a\u53ef\u5f97\u7684\u8a9e\u8a00\u6587\u5b57\u8cc7\u6599\uff0c\u5305\u542b\u4e86\u4efb\u4f55\u4e14\u5927\u91cf\u672a\u7d93\u4fee\u98fe\u3001\u672a\u7d93\u9a57\u8b49\u7684\u4eba\u985e\u81ea\u7136\u8a9e\u8a00\u3002\u800c\u4ee5\u6a21\u578b\u672c\u8eab\u7684\u908f\u8f2f\u800c\u8a00\uff0cLLM\u5728\u9810\u6e2c\u4e0b\u4e00\u500b\u8a5e\u8a9e\u65b9\u9762\u88ab\u76e1\u53ef\u80fd\u7684\u512a\u5316\uff0c\u4e5f\u5c31\u662f\u8aaa\uff0cLLM\u7684\u8f38\u51fa\u53ef\u4ee5\u6700\u5927\u5316\u8a9e\u8a00\u6587\u6cd5\u4e0a\u7684\u5408\u7406\u6027\uff0c\u4f46\u662f\u5c0d\u65bc\u771f\u5be6\u4eba\u985e\u7684\u5fc3\u7406\u771f\u5be6\u6027\u4ee5\u53ca\u6b77\u7a0b\u65b9\u9762\uff0c\u6050\u6015\u4e26\u4e0d\u662f\u771f\u7684\u5982\u6b64\u8cbc\u8fd1\u3002\u4f8b\u5982\uff0c\u5728\u52d5\u6a5f\u4ee5\u53ca\u5f8c\u8a2d\u8a8d\u77e5 (metacognition) \u65b9\u9762\uff0c\u50cf\u662f\u300c\u662f\u5426\u77e5\u9053\u81ea\u5df1\u6b63\u5728\u601d\u8003\u300d\u9019\u6a23\u7684\u547d\u984c\uff0c\u5c0d\u65bcLLM\u662f\u5426\u5177\u6709\u610f\u7fa9\uff0c\u6050\u6015\u4e5f\u6709\u5f85\u9032\u4e00\u6b65\u7684\u8a0e\u8ad6\u3002<\/p>\n

Vogelsmeier\u7b49\u4eba (2025) \u5728\u6587\u737b\u56de\u9867\u4e2d\u4e5f\u767c\u73fe\uff0c\u904e\u5f80\u4e5f\u6709\u8a31\u591a\u7814\u7a76\u5617\u8a66\u4f7f\u7528\u4e0d\u540c\u7684LLM\u6a21\u578b\u4f86\u9032\u884c\u554f\u5377\u586b\u7b54\u7684\u6a21\u64ec\uff0c\u4e0d\u904e\u5c1a\u672a\u6709\u6559\u80b2\u985e\u7684\u7814\u7a76\u505a\u904e\u76f8\u4f3c\u7684\u4e8b\u60c5\u3002\u56e0\u6b64\uff0c\u4ed6\u5011\u9078\u64c7\u4e86\u5b78\u7fd2\u7b56\u7565\u8207\u52d5\u6a5f\u76f8\u95dc\u7684\u4e3b\u984c\uff0c\u9019\u985e\u7684\u4e3b\u984c\u66f4\u9700\u8981\u53bb\u6a21\u64ec\u4eba\u985e\u7684\u52d5\u6a5f\u8207\u5f8c\u8a2d\u8a8d\u77e5\u7684\u90e8\u5206\uff0c\u5c0d\u65bcLLM\u800c\u8a00\uff0c\u7406\u7576\u66f4\u5177\u6709\u6311\u6230\u6027\u3002\u6b64\u5916\uff0c\u4ee5LLM\u7684\u5927\u91cf\u8a13\u7df4\u8cc7\u6599\u800c\u8a00\uff0cLLM\u53ef\u80fd\u4e5f\u6703\u51fa\u73fe\u8b8a\u7570\u6027\u4e0d\u8db3\uff0c\u53ea\u80fd\u8868\u73fe\u51fa\u7e3d\u9ad4\u4eba\u985e\u7684\u5e73\u5747\u50be\u5411\u7684\u9650\u5236\u3002\u7136\u800c\uff0c\u70ba\u4e86\u672a\u4f86\u6709\u6a5f\u6703\u53ef\u4ee5\u4f7f\u7528LLM\u4f86\u6a21\u64ec\u4e00\u4e9b\u96e3\u4ee5\u63a5\u89f8\u5230\u7684\u4eba\u985e\u7fa4\u9ad4\uff0c\u7814\u7a76LLM\u6240\u751f\u6210\u7684\u554f\u5377\u6a23\u672c\u7684\u7279\u6027\uff0c\u5177\u6709\u5176\u5fc5\u8981\u6027\u3002<\/p>\n

 <\/p>\n

\u5c07LLM<\/strong>\u751f\u6210\u7684\u7d50\u679c\u9032\u884c\u5fc3\u7406\u5b78\u8a08\u91cf\u5206\u6790<\/strong><\/span><\/h6>\n

Vogelsmeier\u7b49\u4eba (2025) \u9078\u5b9a\u4e86\u300c\u6fc0\u52f5\u7684\u5b78\u7fd2\u7b56\u7565\u91cf\u8868 (Motivated Strategies for Learning Questionnaire, MSLQ)\u300d\u4f86\u9032\u884c\u5fc3\u7406\u5b78\u554f\u5377\u586b\u7b54\u7684\u6a21\u64ec\uff0c\u9019\u662f\u4e00\u500b\u53ef\u4ee5\u8a55\u4f30\u81ea\u6211\u8abf\u7bc0\u5b78\u7fd2 (Self-regulation Learning, SRL) \u7684\u554f\u5377\u91cf\u8868\uff0c\u5305\u542b44\u9053\u984c\u76ee\uff0c5\u500b\u69cb\u9762\uff0c\u5206\u5225\u70ba\u300c\u5167\u5728\u50f9\u503c (Intrinsic Value)\u300d\u3001\u300c\u81ea\u6211\u6548\u80fd (Self-Efficacy)\u300d\u3001\u300c\u8003\u8a66\u7126\u616e (Text Anxiety)\u300d\u3001\u300c\u8a8d\u77e5\u7b56\u7565\u4f7f\u7528 (Cognitive Strategy Use)\u300d\u3001\u300c\u81ea\u6211\u8abf\u7bc0 (Self-Regulation)\u300d\uff0c\u4f7f\u7528\u7684\u662f\u6e2c\u91cf\u9ad8\u4e2d\u751f\u5b78\u7fd2\u7b56\u7565\u8207\u5b78\u696d\u52d5\u6a5f\u7684\u7248\u672c\uff0c\u800c\u9078\u5b9a\u9019\u500b\u984c\u6750\uff0c\u4e00\u65b9\u9762\u4e5f\u662f\u56e0\u70ba\u5df2\u6709\u5167\u5bb9\u5206\u6790\u7684\u56de\u9867\u578b\u7814\u7a76\u6307\u51fa\uff0c\u81ea\u6211\u8abf\u7bc0\u548c\u5b78\u7fd2\u8868\u73fe\u6709\u6b63\u5411\u76f8\u95dc\uff0c\u56e0\u6b64\uff0c\u4ee5\u6b64\u70ba\u6e2c\u8a66LLM\u7684\u4e3b\u984c\uff0c\u5c0d\u65bc\u5fc3\u7406\u5b78\u53ca\u6559\u80b2\u5b78\u65b9\u9762\uff0c\u5177\u6709\u66f4\u6df1\u7684\u7406\u8ad6\u610f\u6db5\u3002<\/p>\n

\u7528\u4f86\u751f\u6210\u586b\u7b54\u6a23\u672c\u7684LLM\u5305\u542bGPT-4o\u3001Claude 3.7 Sonnet, Gemini 2 Flash, LLaMa 3.1-8B\u3001\u4ee5\u53caMistral Large\uff0c\u9019\u4e9b\u6a21\u578b\u4ee3\u8868\u4e86\u76ee\u524d\u5e02\u9762\u4e0a\u5f88\u6d41\u884c\u7684\u5e7e\u500b\u91cd\u8981\u6a21\u578b\uff0c\u6709\u7684\u5177\u6709\u9ad8\u5ea6\u7684\u8868\u73fe\u6027\uff0c\u6709\u7684\u5247\u662f\u958b\u6e90\u6a21\u578b\uff0c\u751a\u81f3\u6709\u7684\u9084\u53ef\u4ee5\u4e0b\u8f09\u5230\u672c\u5730\u8a2d\u5099\u57f7\u884c\u7b49\u3002\u6bcf\u500b\u6a21\u578b\u8b93\u5b83\u5011\u751f\u62101000\u500b\u6a23\u672c\uff0c\u5927\u7d04\u82b1\u8cbb3\u5c0f\u6642\u751f\u6210\uff0c\u6240\u4ee5\u5168\u90e8\u8dd1\u5b8c\u4e00\u6b21\u9700\u8981\u82b1\u8cbb15\u500b\u5c0f\u6642\u3002<\/p>\n

\u5728\u9032\u884c\u5fc3\u7406\u5b78\u7684\u7db2\u8def\u5206\u6790\u6642\uff0c\u4ee5R2<\/sup>\u4f86\u5224\u65b7\u6a21\u578b\u7684\u67d0\u500b\u69cb\u9762\u662f\u5426\u53ef\u4ee5\u548c\u5176\u4ed6\u7684\u69cb\u9762\u5177\u6709\u9023\u7d50\u7684\u8b8a\u7570\u7a0b\u5ea6\uff0c\u800c\u5747\u65b9\u6839\u8aa4\u5dee (root mean squared error, RMSE)\uff0c\u5247\u662f\u7528\u4f86\u5224\u65b7\u6574\u9ad4\u7db2\u8def\u6a21\u578b\u7684\u9810\u6e2c\u8aa4\u5dee\u3002\u5728Vogelsmeier\u7b49\u4eba (2025) \u7684\u7d50\u679c\u6307\u51fa\uff0c\u7db2\u8def\u6a21\u578b\u4e2d\u8868\u73fe\u6700\u597d\u7684\u662fGemini\u6a21\u578b\u3002<\/p>\n

\u53e6\u5916\uff0c\u5728\u9032\u884c\u5fc3\u7406\u5b78\u7684\u63a2\u7d22\u5f0f\u56e0\u7d20\u5206\u6790 (Exploratory factor analyses) \u6642\uff0c\u8868\u73fe\u8f03\u597d\u7684\u6a21\u578b\u662fClaude\u4ee5\u53caGemini\uff0cClaude\u5c07\u539f\u672c\u7684MSLQ\u91cf\u8868\u7684\u7d50\u679c\u6536\u6582\u51fa5\u500b\u69cb\u9762\uff0c\u4f46Gemini\u6536\u6582\u51fa4\u69cb\u9762\uff0c\u5118\u7ba1\u539f\u7406\u8ad6\u7684\u69cb\u9762\u70ba5\uff0c\u4f46\u662fLLM\u6240\u505a\u51fa\u4f86\u7684\u7d50\u679c\uff0c\u4e5f\u6709\u52a9\u65bc\u5fc3\u7406\u5b78\u5bb6\u91cd\u65b0\u5be9\u8996\u7406\u8ad6\u3002\u4ee5Gemini\u70ba\u4f8b\uff0c\u4e4b\u6240\u4ee5\u8b8a\u62104\u500b\u56e0\u7d20\uff0c\u662f\u56e0\u70ba\u6a21\u64ec\u51fa\u4f86\u7684\u7d50\u679c\u5c07\u300c\u8a8d\u77e5\u7b56\u7565\u4f7f\u7528\u300d\u4ee5\u53ca\u300c\u81ea\u6211\u8abf\u7bc0\u300d\u7d50\u5408\u4e86\uff0c\u751a\u81f3\u4e5f\u5305\u542b\u4e86\u4e00\u4e9b\u300c\u5167\u5728\u50f9\u503c\u300d\u9019\u4e00\u500b\u69cb\u9762\u7684\u984c\u76ee\u3002\u5118\u7ba1\u5f88\u6709\u53ef\u80fdLLM\u5728\u9032\u884c\u56e0\u7d20\u6536\u6582\u6216\u8005\u662f\u9032\u884c\u554f\u5377\u586b\u7b54\u7684\u6642\u5019\uff0c\u53ea\u662f\u5229\u7528\u4e86\u8a9e\u8a00\u672c\u8eab\u7684\u7279\u6027\u505a\u51fa\u4e86\u56de\u7b54\uff0c\u6240\u4ee5\u624d\u5c0e\u81f4\u4e86\u9019\u6a23\u7d50\u679c\uff0c\u4f46\u662f\u900f\u904e\u9019\u6a23\u6a21\u64ec\u7684\u7d50\u679c\uff0c\u5176\u5be6\u4e5f\u80fd\u4fc3\u9032\u5fc3\u7406\u5b78\u5bb6\u53bb\u767c\u5c55\u4e00\u4e9b\u4e0d\u540c\u7684\u554f\u5377\u984c\u76ee\uff0c\u4e5f\u8a31\u4e5f\u80fd\u5920\u66f4\u53ef\u4ee5\u6e05\u6670\u7684\u95e1\u8ff0\u4e0d\u540c\u7684\u984c\u9805\uff0c\u8b93\u4eba\u985e\u7684\u56de\u7b54\u66f4\u5177\u6709\u5340\u8fa8\u5ea6\u3002<\/p>\n

 <\/p>\n

\u6a21\u578b\u7684\u6301\u7e8c\u9032\u6b65\u8207\u672a\u4f86\u7814\u7a76<\/strong><\/span><\/h6>\n

\u5118\u7ba1\u73fe\u884cVogelsmeier\u7b49\u4eba (2025) \u7684\u7814\u7a76\u5df2\u7d93\u9032\u884c\u4e86\u591a\u7a2e\u6a21\u578b\u7684\u6e2c\u8a66\uff0c\u4e26\u4e14\u53d6\u5f97\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7d50\u679c\uff0c\u4f46\u662f\uff0c\u7814\u7a76\u8005\u5011\u4e5f\u63d0\u9192\uff0c\u7531\u65bcLLM\u6a21\u578b\u7684\u767c\u5c55\u9032\u7a0b\u5feb\u901f\uff0c\u6240\u4ee5\u9084\u662f\u6709\u53ef\u80fd\u96a8\u8457\u65b0\u6a21\u578b\u7684\u91cb\u51fa\uff0c\u800c\u8b93\u7814\u7a76\u7684\u7d50\u679c\u767c\u751f\u4e86\u6539\u8b8a\u3002\u4e0d\u904e\uff0c\u5c0d\u65bc\u65e9\u671f\u9032\u884c\u6a21\u64ec\u751f\u6210\u7684\u7814\u7a76\u800c\u8a00\uff0c\u9084\u662f\u53ef\u4ee5\u4f5c\u70ba\u672a\u4f86\u7814\u7a76\u5c31\u57fa\u6e96\u7dda\uff0c\u7528\u4ee5\u6aa2\u8996\u672a\u4f86\u7684\u6280\u8853\u662f\u5426\u771f\u7684\u63d0\u5347\u4e86\u6a21\u64ec\u4eba\u985e\u884c\u70ba\u7684\u53ef\u884c\u6027\u3002<\/p>\n

\u53e6\u5916\uff0c\u5c31\u65b9\u6cd5\u8ad6\u800c\u8a00\uff0cVogelsmeier\u7b49\u4eba (2025) \u63d0\u4f9b\u4e86\u4ed6\u5011\u5728\u505a\u7814\u7a76\u904e\u7a0b\u4e2d\u4f7f\u7528\u7684\u63d0\u793a\u8a5e\uff0c\u8a31\u591a\u7814\u7a76\u90fd\u64d4\u5fc3LLM\u662f\u5426\u80fd\u5177\u6709\u8de8\u6587\u5316\u7684\u9069\u7528\u6027\uff0c\u900f\u904e\u63d0\u793a\u8a5e\u5728\u7814\u7a76\u9818\u57df\u7684\u5171\u4eab\uff0c\u53ef\u4ee5\u8b93\u5b78\u8005\u5011\u4e92\u76f8\u5206\u4eab\uff0c\u4e26\u4e14\u4f7f\u7528\u76f8\u540c\u7684\u624b\u6cd5\u9032\u884c\u6cdb\u7528\u6027 (generalizability) \u7684\u9a57\u8b49\u3002\u5c0d\u65bc\u79d1\u5b78\u767c\u5c55\u7684\u7d2f\u7a4d\u800c\u8a00\uff0c\u6709\u5f85\u672a\u4f86\u7814\u7a76\u6301\u7e8c\u7684\u758a\u52a0\u65b0\u7684\u6210\u679c\u3002<\/p>\n

 <\/p>\n

\n

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

    \n
  1. V.D.E. Vogelsmeier, L., Oliveira, E., Misiejuk, K., L\u00f3pez-Pernas, S., & Saqr, M. (2025). Delving into the psychology of Machines: Exploring the structure of self-regulated learning via LLM-generated survey responses. Computers in Human Behavior<\/em>, 173<\/em>, 108769.<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u5f9eChatGPT\u51fa\u73fe\u5f8c\uff0c\u5927\u8a9e\u8a00\u6a21\u578b\u6210\u70ba\u6700\u706b\u71b1\u7684\u8a71\u984c\uff0c\u8a31\u591a\u5c08\u5bb6\u90fd\u7a4d\u6975\u6295\u5165\uff0c\u5e0c\u671b\u5c07\u9019\u9805\u6280\u8853\u61c9\u7528\u65bc\u5404\u500b\u5834\u57df\uff0c\u5982\u4eca\u5e7e\u4e4e\u5404\u884c\u5404\u696d\u90fd\u6709\u5176\u61c9\u7528\u4e4b\u8655\u3002\u65e2\u7136LLM\u6700\u64c5\u9577\u641c\u96c6\u3001\u7d71\u6574\u6578\u64da\uff0c\u4e26\u85c9\u6b64\u7522\u51fa\u8a31\u591a\u8cc7\u6599\uff0c\u79d1\u5b78\u5bb6\u5011\u4fbf\u958b\u59cb\u662f\u60f3\uff0c\u662f\u4e0d\u662f\u80fd\u4f7f\u7528\u9019\u9805\u6280\u8853\u4f86\u7522\u51fa\u5927\u91cf\u6a21\u64ec\u771f\u4eba\u884c\u70ba\u8207\u60f3\u6cd5\u7684\u865b\u69cb\u6a23\u672c\u5462\uff1f\u9019\u6a23\u6216\u8a31\u5c31\u80fd\u89e3\u6c7a\u90e8\u5206\u7814\u7a76\u6703\u9762\u81e8\u7684\u6a23\u672c\u6578\u91cf\u4e0d\u8db3\u7684\u554f\u984c\u3002\u4e0d\u904e\u9019\u9805\u61c9\u7528\u4ecd\u6709\u8a31\u591a\u554f\u984c\u5c1a\u9808\u9762\u5c0d\uff0c\u50cf\u662f\u6a21\u64ec\u6a23\u672c\u662f\u5426\u80fd\u4ee3\u8868\u771f\u5be6\u4eba\u985e\u7684\u60f3\u6cd5\uff0c\u6216\u662f\u4f7f\u7528\u4e0d\u540c\u6a21\u578b\u53ef\u80fd\u7522\u51fa\u4e0d\u540c\u7814\u7a76\u7d50\u679c\u7b49\uff0c\u90fd\u6709\u5f85\u672a\u4f86\u79d1\u6280\u767c\u5c55\u4f86\u89e3\u6c7a\u3002<\/p>\n","protected":false},"author":20,"featured_media":45915,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[7471,7190,7470],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/11\/LLM\u751f\u6210\u554f\u5377\u6a23\u672c-scaled.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45914"}],"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=45914"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45914\/revisions"}],"predecessor-version":[{"id":45916,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45914\/revisions\/45916"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/45915"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45914"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45914"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45914"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}