

{"id":45640,"date":"2025-08-08T18:00:56","date_gmt":"2025-08-08T10:00:56","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45640"},"modified":"2025-08-07T15:32:53","modified_gmt":"2025-08-07T07:32:53","slug":"%e8%a7%a3%e5%af%86chatgpt%e7%9a%84%e4%ba%ba%e6%a0%bc%e7%89%b9%e8%b3%aa","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45640","title":{"rendered":"\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u5927\u8a9e\u8a00\u6a21\u578b (Large Language Models, LLMs) \u5c55\u73fe\u4e86\u8907\u96dc\u7684\u8a9e\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u4e5f\u8b93\u5fc3\u7406\u5b78\u5bb6\u5011\u958b\u59cb\u8a66\u5716\u5229\u7528\u9019\u6a23\u7684\u80fd\u529b\uff0c\u8b93\u9019\u4e9b\u8a9e\u8a00\u6a21\u578b\u53bb\u6a21\u64ec\u771f\u5be6\u4e16\u754c\u4e2d\uff0c\u4e0d\u540c\u6587\u5316\u7fa4\u9ad4\u5728\u5fc3\u7406\u5b78\u9762\u7684\u500b\u9ad4\u5dee\u7570\u3002\u4ed6\u5011\u5728LLM\u6a21\u64ec\u4e0d\u540c\u7684\u7fa4\u9ad4\u5dee\u7570\uff0c\u5275\u5efa\u4e86100\u500b\u865b\u64ec\u7684\u4eba\u7269\uff0c\u6bcf\u500b\u7684\u793e\u7d93\u5730\u4f4d\u3001\u8eab\u5206\u80cc\u666f\u5747\u4e0d\u76f8\u540c\uff0c\u4e26\u767c\u653e\u5fc3\u7406\u5b78\u554f\u5377\u586b\u5beb\uff0c\u5e0c\u671b\u80fd\u85c9\u6b64\u4f86\u7406\u89e3\u771f\u5be6\u60c5\u6cc1\u4e0b\uff0c\u9019\u4e9b\u7fa4\u9ad4\u4eba\u985e\u7684\u4eba\u683c\u7279\u8cea\u3002<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n<figure id=\"attachment_45641\" aria-describedby=\"caption-attachment-45641\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-45641\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea-1024x576.jpg\" alt=\"\" width=\"600\" height=\"338\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea-1024x576.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea-300x169.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea-768x432.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea-1536x864.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea.jpg 1920w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-45641\" class=\"wp-caption-text\">\u4f86\u6e90\uff1aMotionELements<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u4e3b\u6d41\u7684\u5fc3\u7406\u5b78\u4eba\u683c\u7279\u8cea\u91cf\u8868<\/strong><\/span><\/h6>\n<p>\u5728\u5fc3\u7406\u5b78\u8abf\u67e5\u7814\u7a76\u4e2d\uff0c\u6709\u8a31\u591a\u81ea\u9673\u5f0f\u91cf\u8868 (self-report questionnaires) \u4f9b\u5fc3\u7406\u5b78\u5bb6\u767c\u653e\u7d66\u7814\u7a76\u53c3\u8207\u8005\uff0c\u900f\u904e\u5927\u91cf\u7684\u554f\u5377\u91cf\u8868\u4e26\u4e14\u9032\u884c\u7d71\u8a08\u5206\u6790\u5f8c\uff0c\u5f97\u5230\u4e0d\u540c\u5fc3\u7406\u5b78\u69cb\u9762\u3002\u800c\u95dc\u65bc\u4eba\u683c\u7279\u8cea\u6e2c\u8a66\uff0c\u4e5f\u6709\u76f8\u7576\u591a\u4e0d\u540c\u7684\u5de5\u5177\u4f86\u5e6b\u52a9\u5fc3\u7406\u5b78\u5bb6\u6216\u76f8\u95dc\u7814\u7a76\u8005\u9032\u884c\u8abf\u67e5\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5e38\u7528\u7684\u5927\u4e94\u6027\u683c\u6e2c\u8a66 (Big Five Inventory)\uff0c\u5c07\u4eba\u683c\u7279\u8cea\u5206\u70ba\u4e94\u5927\u9762\u5411\uff1a\u958b\u653e\u6027\u3001\u8cac\u4efb\u611f\u3001\u5916\u5411\u6027\u3001\u89aa\u548c\u6027\u3001\u795e\u7d93\u8cea\u7b49\u3002\u5341\u516d\u7a2e\u4eba\u683c\u56e0\u7d20\u554f\u5377\uff08Sixteen Personality Factor Questionnaire\uff0c\u7c21\u7a3116 PF\uff09\u7d30\u5206\u51fa\u4e86\u5341\u516d\u7a2e\u8ddf\u4eba\u683c\u7279\u8cea\u6709\u95dc\u7684\u4e0d\u540c\u56e0\u5b50\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u9084\u6709\u6e2c\u91cf\u7279\u5b9a\u4eba\u683c\u7279\u8cea\u7684\u91cf\u8868\uff0c\u4f8b\u5982\uff1a\u6697\u9ed1\u4e09\u7279\u8cea\u91cf\u8868\uff08Short Dark Triad\uff0c\u7c21\u7a31SD3\uff09\uff0c\u6e2c\u91cf\u4e86\u4e09\u7a2e\u793e\u6703\u53ad\u60e1\u7279\u8cea (socially aversive traits)\uff0c\u5305\u542b\u99ac\u57fa\u7dad\u5229\u4e3b\u7fa9 (Machiavellianism)\u3001\u81ea\u6200 (narcissism) \u4ee5\u53ca\u75c5\u614b\u4eba\u683c (psychopathy)\u3002Rosenberg\u81ea\u5c0a\u91cf\u8868 (Rosenberg Self-Esteem Scale) \u5247\u7528\u4ee5\u8a55\u4f30\u81ea\u89ba\u7684\u500b\u4eba\u50f9\u503c\uff0c\u800c\u81ea\u6211\u69cb\u5ff5\u91cf\u8868 (Self-construal Scale)\uff0c\u5247\u662f\u7528\u4f86\u8a55\u4f30\u300c\u7368\u7acb\u6211\uff0f\u76f8\u4f9d\u6211 (independent\/interdependent)\u300d\u5169\u7a2e\u81ea\u6211\u5efa\u69cb\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u8b93\u5927\u8a9e\u8a00\u6a21\u578b\u586b\u5beb\u5fc3\u7406\u5b78\u554f\u5377<\/strong><\/span><\/h6>\n<p>\u5728Li&amp;Qi (2025) \u7684\u7814\u7a76\u6307\u51fa\uff0c\u76ee\u524d\u6709\u4e0d\u5c11\u8abf\u67e5\u986f\u793a\uff0c\u5728\u5404\u7a2e\u5fc3\u7406\u5b78\u7684\u8a55\u4f30\u8207\u8abf\u67e5\u4e2d\uff0cGPT (Generative Pretrained Transformer) \u6a21\u578b\u5c55\u73fe\u4e86\u7a69\u5b9a\u7684\u4eba\u683c\u7279\u5fb5\uff0c\u800c\u4e14\u901a\u5e38\u8868\u73fe\u4e86\u50cf\u662f\u5e73\u5747\u666e\u901a\u4eba\u7684\u6a23\u614b\u3002\u4e0d\u904e\uff0c\u7531\u65bc\u76ee\u524d\u7684\u7814\u7a76\u5c1a\u672a\u6709\u5b8c\u6574\u7684\u6a21\u578b\u53c3\u6578\u7684\u8a2d\u5b9a\uff08\u591a\u6578\u7814\u7a76\u50c5\u63a1\u7528\u9810\u8a2d\u503c\uff09\u4ee5\u4fbf\u78ba\u8a8d\u53ef\u8907\u88fd\u7684\u7814\u7a76\u6210\u679c\uff0c\u4e5f\u6c92\u6709\u5c1a\u672a\u4ed4\u7d30\u8abf\u67e5\u63d0\u793a\u8a5e\u5de5\u7a0b (prompt engineering) \u6240\u5e36\u4f86\u7684\u5f71\u97ff\uff0c\u800c\u7279\u5b9a\u7684\u4eba\u53e3\u7d71\u8a08\u8b8a\u9805\u7684\u6a21\u64ec\u4e5f\u5c1a\u672a\u88ab\u9a57\u8b49\uff0c\u56e0\u6b64\uff0c\u5728\u4ed6\u5011\u7684\u7814\u7a76\u4e2d\uff0c\u7279\u5225\u514b\u670d\u4e86\u4e0a\u8ff0\u63d0\u5230\u7684\u7814\u7a76\u7f3a\u53e3\uff0c\u4e26\u4e14\u4e5f\u63a2\u7d22\u4e86LLM\u662f\u5426\u80fd\u6a21\u64ec\u4eba\u985e\u4e0d\u540c\u7684\u5fc3\u7406\u7279\u5fb5\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6700\u9700\u8981\u8abf\u6574\u7684\u6a21\u578b\u53c3\u6578\u53eb\u505a\u300ctemperature\uff08\u6eab\u5ea6\uff09\u300d\uff0c\u8d8a\u9ad8\u7684\u6eab\u5ea6\u8a2d\u5b9a\uff0c\u8868\u793aLLM\u6240\u7522\u51fa\u7684\u56de\u61c9\u6703\u8d8a\u5177\u6709\u96a8\u6a5f\u6027\uff0c\u800c\u4e14\u53ef\u4ee5\u751f\u6210\u66f4\u591a\u6a23\u5316\u7684\u7d50\u679c\u3002\u5982\u540c\u4eba\u985e\u56de\u7b54\u5fc3\u7406\u5b78\u554f\u5377\u4e00\u6a23\uff0c\u5176\u5be6\u6bcf\u6b21\u6e2c\u91cf\u90fd\u9084\u662f\u6703\u6709\u82e5\u5e72\u7684\u8b8a\u7570\u6027\uff0c\u6240\u4ee5\u96d6\u7136\u5c07\u6eab\u5ea6\u8a2d\u5b9a\u70ba0\u53ef\u4ee5\u78ba\u4fdd\u53ef\u8907\u88fd\u6027\uff0c\u4f46\u662f\u70ba\u4e86\u9032\u884c\u6a21\u64ec\uff0c\u7a0d\u5fae\u8abf\u6574\u9019\u500b\u53c3\u6578\u4ecd\u7136\u6709\u5176\u5fc5\u8981\u6027\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u5728\u63d0\u793a\u5de5\u7a0b\u7684\u8abf\u6574\u65b9\u9762\u6709\u5169\u7a2e\u4e3b\u6d41\u65b9\u5f0f\uff0c\u4e00\u7a2e\u53eb\u505a\u300cChain-of-Thought (CoT)\u300d\uff0c\u8b93\u6a21\u578b\u9032\u884c\u4ed4\u7d30\u7684\u8003\u616e\u5f8c\u518d\u9032\u884c\u56de\u61c9\uff1b\u53e6\u4e00\u7a2e\u53eb\u505a\u300czero shot \/ few shot\u300d\u7684\u65b9\u6cd5\uff0c\u85c9\u7531\u63d0\u4f9b\u6a21\u578b\u4e00\u4e9b\u554f\u7b54\u7684\u7bc4\u4f8b\uff0c\u8b93\u6a21\u578b\u53ef\u4ee5\u4f9d\u7167\u6307\u793a\u5feb\u901f\u9032\u884c\u56de\u61c9\u3002<\/p>\n<p>\u5728Li&amp;Qi (2025) \u7684\u7814\u7a76\u4e2d\uff0c\u9664\u4e86\u9032\u884c\u4e0a\u8ff0\u53c3\u6578\u7684\u8abf\u6574\u4e4b\u5916\uff0c\u4e5f\u5c07\u6a21\u578b\u7528\u65bc\u524d\u6587\u6240\u63d0\u5230\u7684\u5404\u7a2e\u5fc3\u7406\u5b78\u7684\u4eba\u683c\u7279\u8cea\u91cf\u8868\u4e2d\uff0c\u6700\u5f8c\uff0c\u5728\u4ee5LLM\u6a21\u64ec\u4e0d\u540c\u7684\u7fa4\u9ad4\u5dee\u7570\uff0c\u5275\u5efa\u4e86100\u500b\u865b\u64ec\u7684\u4eba\u7269\uff0c\u5404\u81ea\u64c1\u6709\u4e0d\u540c\u7684\u793e\u7d93\u5730\u4f4d\u7b49\u80cc\u666f\uff0c\u6a21\u64ec\u4eba\u985e\u5728\u4eba\u683c\u7279\u8cea\u91cf\u8868\u7684\u586b\u7b54\u60c5\u5f62\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u4eba\u683c\u7279\u8cea\u8868\u73fe<\/strong><\/span><\/h6>\n<p>Li&amp;Qi (2025) \u7684\u7814\u7a76\u7d50\u679c\u6307\u51fa\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u6eab\u5ea6\u53c3\u6578\u5c0d\u65bc\u5927\u4e94\u4eba\u683c\u6e2c\u8a66\u4e26\u6c92\u6709\u986f\u8457\u7684\u5dee\u7570\uff0c\u4e5f\u5c31\u662f\u8aaa\uff0c\u6eab\u5ea6\u53c3\u6578\u5c0d\u65bc\u6a21\u578b\u7684\u56de\u61c9\u6a21\u5f0f\u6216\u662f\u81ea\u6211\u8868\u9054\u800c\u8a00\uff0c\u4e26\u6c92\u6709\u660e\u986f\u7684\u6539\u8b8a\u3002\u6240\u4ee5\u82e5\u662f\u672a\u4f86\u7814\u7a76\u8981\u4f7f\u7528LLM\u4f86\u56de\u7b54\u4eba\u683c\u7279\u8cea\u6e2c\u9a57\uff0c\u7814\u7a76\u8005\u5efa\u8b70\u53ef\u4ee5\u5c07\u6eab\u5ea6\u8abf\u70ba0\uff0c\u5982\u6b64\u4e00\u4f86\u53ef\u4ee5\u589e\u9032\u7814\u7a76\u7684\u7a69\u5b9a\u6027\u548c\u53ef\u8907\u88fd\u6027\u3002<\/p>\n<p>\u4e0d\u904e\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u63d0\u793a\u8a5e\u985e\u578b\uff0c\u6703\u9020\u6210\u4e0d\u540c\u7684\u4eba\u683c\u7279\u8cea\u7684\u5dee\u7570\u3002\u800cLi&amp;Qi (2025) \u4e5f\u900f\u904e\u7db2\u8def\u5e73\u81fa\u6536\u96c6\u4e86\u5927\u91cf\u7684\u771f\u4eba\u53c3\u8207\u8005\u7684\u586b\u7b54\u7d50\u679c\uff0c\u4ee5\u6b64\u4f86\u6bd4\u8f03\u771f\u4eba\u8207\u5927\u8a9e\u8a00\u6a21\u578b\u5728\u4eba\u683c\u7279\u8cea\u554f\u5377\u586b\u7b54\u4e0a\u7684\u5dee\u7570\u3002\u7e3d\u9ad4\u800c\u8a00\uff0c\u5728\u5404\u7a2e\u4eba\u683c\u7279\u8cea\u6e2c\u9a57\u4e2d\uff0cLLM\u8868\u73fe\u51fa\u4f86\u7684\u53cb\u5584\u7a0b\u5ea6\u3001\u5916\u5411\u6027\u3001\u8aa0\u5be6\u6027\u3001\u81ea\u5c0a\u3001\u76e1\u8cac\u6027\u4ee5\u53ca\u60c5\u7dd2\u7a69\u5b9a\u7b49\u76f8\u95dc\u7684\u4eba\u683c\u7279\u8cea\u65b9\u9762\uff0c\u7686\u6bd4\u4eba\u985e\u7a0d\u9ad8\u3002\u7562\u7adf\u5728\u9032\u884c\u6a21\u578b\u8a13\u7df4\u6642\uff0c\u76f8\u7576\u591a\u7684\u958b\u767c\u5718\u968a\u7686\u4f7f\u7528\u4e86\u4eba\u985e\u8a55\u50f9\u589e\u5f37\u5b78\u7fd2 (reinforcement learning with human feedback) \u4f86\u8a13\u7df4\u6a21\u578b\uff0c\u800c\u4eba\u985e\u7d66\u4e88\u7684\u8a55\u50f9\u539f\u5247\u4e0a\u5e0c\u671b\u5927\u8a9e\u8a00\u6a21\u578b\u7684\u56de\u61c9\u80fd\u5920\u5c0d\u4eba\u985e\u6709\u5e6b\u52a9\u3001\u7121\u5bb3\uff0c\u800c\u4e14\u8aa0\u5be6\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u6a21\u4eff\u4e0d\u540c\u6587\u5316\u7fa4\u9ad4\u9032\u884c\u4eba\u683c\u7279\u8cea\u6e2c\u8a66\u7684\u5be6\u9a57\u4e2d\uff0cLi&amp;Qi (2025) \u85c9\u7531\u8a2d\u5b9aLLM\u7684\u59d3\u540d\u3001\u6027\u5225\u3001\u5e74\u9f61\u3001\u6559\u80b2\u7a0b\u5ea6\u3001\u5c45\u4f4f\u5730\u5340\u7b49\u4f86\u5851\u9020\u4e0d\u540c\u7684\u4eba\u7269\uff0c\u4e26\u4e14\u8b93\u9019\u4e9b\u865b\u64ec\u4eba\u7269\u56de\u7b54\u81ea\u6211\u5efa\u69cb\u91cf\u8868\uff0c\u537b\u6c92\u6709\u8fa6\u6cd5\u5448\u73fe\u51fa\u5982\u540c\u771f\u4eba\u7fa4\u9ad4\u822c\u7684\u5dee\u7570\u3002\u5728\u7814\u7a76\u7d50\u679c\u4e2d\uff0c\u8a2d\u5b9a\u70ba\u7f8e\u570b\u4eba\u7684\u865b\u64ec\u4eba\u7269\u5728\u300c\u76f8\u4f9d\u6211\u300d\u4ee5\u53ca\u300c\u7368\u7acb\u6211\u300d\u7686\u9ad8\u65bc\u8a2d\u5b9a\u70ba\u4e2d\u570b\u4eba\u7684\u865b\u64ec\u4eba\u7269\uff0c\u9019\u9055\u80cc\u4e86\u4e00\u822c\u7684\u8de8\u6587\u5316\u7814\u7a76\u3002\u7814\u7a76\u8005\u8a8d\u70ba\uff0c\u5f88\u53ef\u80fd\u662f\u56e0\u70ba\u5927\u8a9e\u8a00\u6a21\u578b\u672c\u8eab\u7684\u8a13\u7df4\u8cc7\u6599\u5c31\u6db5\u84cb\u4e86\u5404\u7a2e\u4e0d\u540c\u7684\u6587\u5316\uff0c\u56e0\u6b64\u6c92\u8fa6\u6cd5\u523b\u610f\u7684\u53ea\u7528\u5c45\u4f4f\u5730\u5340\u4f86\u6a21\u64ec\u4e26\u4e14\u5275\u5efa\u4e0d\u540c\u6587\u5316\u7684\u7fa4\u9ad4\u865b\u64ec\u4eba\u7269\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>LLM<\/strong><strong>\u8207\u771f\u4eba\u7684\u8aa4\u5dee<\/strong><\/span><\/h6>\n<p>\u7814\u7a76\u8005\u63d0\u9192\uff0c\u672a\u4f86\u7684\u7814\u7a76\u82e5\u662f\u9700\u8981\u4f7f\u7528LLM\u9032\u884c\u4eba\u683c\u7279\u8cea\u7684\u8a55\u4f30\uff0c\u9700\u8981\u78ba\u4fdd\u6eab\u5ea6\u548c\u63d0\u793a\u8a5e\u7684\u8a2d\u5b9a\u7dad\u6301\u5728\u4e00\u5b9a\u7684\u6a19\u6e96\u4e4b\u4e0b\uff0c\u78ba\u4fdd\u7814\u7a76\u7684\u7a0b\u5e8f\u3002\u800c\u82e5\u662f\u6d89\u53ca\u5230\u8de8\u6587\u5316\u7684\u6a21\u64ec\u7814\u7a76\uff0c\u6216\u8005\u662f\u4eba\u683c\u7279\u8cea\u7684\u6a21\u64ec\u7b49\u7b49\uff0c\u4e5f\u9084\u9700\u8981\u66f4\u5168\u9762\u7684\u601d\u8003\u9069\u7528\u6027\u3002\u6b64\u5916\uff0c\u6709\u95dcAI\u502b\u7406\u7684\u90e8\u5206\uff0c\u7531\u65bcLLM\u4ecd\u7136\u5177\u6709\u88ab\u523b\u610f\u8a2d\u8a08\u51fa\u4f86\u7684\u7279\u8cea\uff0c\u56e0\u6b64\u7576\u4f7f\u7528LLM\u4f86\u6a21\u64ec\u4eba\u985e\u7fa4\u9ad4\u6642\uff0c\u5fc5\u9808\u8981\u5c0f\u5fc3LLM\u7684\u4ee3\u8868\u6027\uff0c\u5b83\u4ecd\u7136\u4e0d\u8db3\u4ee5\u5b8c\u5168\u53d6\u4ee3\u9700\u8981\u771f\u4eba\u53c3\u8207\u8005\u7684\u5fc3\u7406\u5b78\u7814\u7a76\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li>Li, C., &amp; Qi, Y. (2025). Toward Accurate Psychological Simulations: Investigating LLMs\u2019 Responses to Personality and Cultural Variables.\u00a0<em>Computers in Human Behavior<\/em>, 108687.<\/li>\n<li>\u5f35\u76ca\u6148, \u8a79\u96e8\u81fb, &amp; \u9673\u5b78\u5fd7. (2021). \u7e41\u9ad4\u4e2d\u6587\u7248 [\u7c21\u5f0f\u6697\u9ed1\u56db\u7279\u8cea\u91cf\u8868] \u4e4b\u767c\u5c55\u8207\u4fe1\u6548\u5ea6\u8003\u9a57.\u00a0<em>\u6e2c\u9a57\u5b78\u520a<\/em>,\u00a0<em>68<\/em>(4), 287-316\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u8a9e\u8a00\u6a21\u578b (Large Language Models, LLMs) \u5c55\u73fe\u4e86\u8907\u96dc\u7684\u8a9e\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u4e5f\u8b93\u5fc3\u7406\u5b78\u5bb6\u5011\u958b\u59cb\u8a66\u5716\u5229\u7528\u9019\u6a23\u7684\u80fd\u529b\uff0c\u8b93\u9019\u4e9b\u8a9e\u8a00\u6a21\u578b\u53bb\u6a21\u64ec\u771f\u5be6\u4e16\u754c\u4e2d\uff0c\u4e0d\u540c\u6587\u5316\u7fa4\u9ad4\u5728\u5fc3\u7406\u5b78\u9762\u7684\u500b\u9ad4\u5dee\u7570\u3002\u4ed6\u5011\u5728LLM\u6a21\u64ec\u4e0d\u540c\u7684\u7fa4\u9ad4\u5dee\u7570\uff0c\u5275\u5efa\u4e86100\u500b\u865b\u64ec\u7684\u4eba\u7269\uff0c\u6bcf\u500b\u7684\u793e\u7d93\u5730\u4f4d\u3001\u8eab\u5206\u80cc\u666f\u5747\u4e0d\u76f8\u540c\uff0c\u4e26\u767c\u653e\u5fc3\u7406\u5b78\u554f\u5377\u586b\u5beb\uff0c\u5e0c\u671b\u80fd\u85c9\u6b64\u4f86\u7406\u89e3\u771f\u5be6\u60c5\u6cc1\u4e0b\uff0c\u9019\u4e9b\u7fa4\u9ad4\u4eba\u985e\u7684\u4eba\u683c\u7279\u8cea\u3002<\/p>\n","protected":false},"author":20,"featured_media":45641,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[604,7190,7424],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/08\/\u89e3\u5bc6ChatGPT\u7684\u4eba\u683c\u7279\u8cea.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45640"}],"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=45640"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45640\/revisions"}],"predecessor-version":[{"id":45642,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45640\/revisions\/45642"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/45641"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}