{"id":45744,"date":"2025-09-19T18:00:17","date_gmt":"2025-09-19T10:00:17","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45744"},"modified":"2025-09-17T14:31:15","modified_gmt":"2025-09-17T06:31:15","slug":"llm%e8%88%87%e5%ad%b8%e7%94%9f%e7%9a%84%e4%ba%ba%e6%a9%9f%e4%ba%92%e5%8b%95%ef%bc%9a%e5%b0%8d%e6%96%bc%e3%80%8c%e8%83%bd%e4%be%9b%e6%80%a7%e3%80%8d%e7%9a%84%e7%9c%8b%e6%b3%95","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45744","title":{"rendered":"LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5\uff1a\u5c0d\u65bc\u300c\u80fd\u4f9b\u6027\u300d\u7684\u770b\u6cd5"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>ChatGPT\u57282022\u5e74\u5e95\u767c\u5e03\u4e4b\u5f8c\uff0c\u8b93\u5b78\u754c\u53ca\u6559\u80b2\u754c\u7684\u7814\u7a76\u8005\u5011\u53ca\u6559\u5e2b\u90fd\u5c55\u958b\u4e86\u95dc\u65bc\u5927\u8a9e\u8a00\u6a21\u578b(LLMs)\u7684\u76f8\u95dc\u7814\u7a76\u3002\u4e0d\u5c11\u7814\u7a76\u4e5f\u958b\u59cb\u5c07\u5927\u8a9e\u8a00\u6a21\u578b\u61c9\u7528\u5230\u6559\u80b2\u73fe\u5834\u7684\u61c9\u7528\u7576\u4e2d\uff0c\u800cLLMs\u6240\u5e36\u4f86\u7684\u5373\u6642\u56de\u994b\u3001\u500b\u4eba\u5316\u5b78\u7fd2\u7b49\u7b49\uff0c\u4e5f\u70ba\u6559\u80b2\u79d1\u6280\u5e36\u4f86\u4e86\u65b0\u7684\u6280\u8853\u9032\u5c55\u3002<\/strong><\/span><\/p>\n<figure id=\"attachment_45745\" aria-describedby=\"caption-attachment-45745\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-45745\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-1024x683.jpg\" alt=\"\" width=\"600\" height=\"400\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-1024x683.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-300x200.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-768x512.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-1536x1024.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-2048x1365.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-45745\" class=\"wp-caption-text\">\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u6559\u5e2b\u958b\u59cb\u4f7f\u7528LLM<\/strong><strong>\u4ecb\u5165\u6559\u5b78\uff0c\u5b78\u751f\u7684\u611f\u53d7\u5982\u4f55\uff1f<\/strong><\/span><\/h6>\n<p>\u7531\u65bc\u4e0d\u5c11\u7814\u7a76\u5c08\u6ce8\u65bc\u6559\u5b78\u8005\u9762\u7684\u5167\u5bb9\u5275\u9020\u4ee5\u53ca\u8a55\u4f30\u6216\u662f\u7576\u524d\u5c0d\u65bc\u5b78\u7fd2\u8005\u4f7f\u7528LLM\u9032\u884c\u8a9e\u8a00\u5b78\u7fd2\u6642\uff0c\u8a9e\u8a00\u80fd\u529b\u7684\u63d0\u5347\u3001\u5b78\u7fd2\u884c\u70ba\u6216\u662f\u5b78\u7fd2\u52d5\u6a5f\u7b49\u7b49\u5c64\u9762\uff0cLi\u7b49\u4eba (2025) \u4fbf\u91dd\u5c0d\u5b78\u7fd2\u8005\u5982\u4f55\u611f\u77e5\u53ca\u5982\u4f55\u8207\u79d1\u6280\u9032\u884c\u4e92\u52d5\u7684\u89d2\u5ea6\u70ba\u51fa\u767c\u9ede\uff0c\u4f86\u6b78\u7d0d\u5b78\u7fd2\u8005\u5c0d\u65bcLLM\u61c9\u7528\u7a0b\u5f0f\u7684\u300c\u80fd\u4f9b\u6027 (affordance)\u300d\u7684\u770b\u6cd5\uff0c\u5982\u6b64\u4e00\u4f86\uff0c\u624d\u53ef\u80fd\u53ef\u4ee5\u8a2d\u8a08\u51fa\u80fd\u8b93\u4f7f\u7528\u8005\u6eff\u610f\u5ea6\u63d0\u5347\u7684\u5b78\u7fd2\u5de5\u5177\u3002<\/p>\n<p>\u300c\u80fd\u4f9b\u6027\u300d\u6307\u7684\u662f\u7269\u9ad4\u5448\u73fe\u51fa\u5b83\u80fd\u5982\u4f55\u88ab\u4f7f\u7528\u7684\u5c6c\u6027\uff0c\u6216\u8005\u4e5f\u53ef\u8aaa\u662f\u74b0\u5883\u4e2d\u5448\u73fe\u7d66\u4eba\u7684\u884c\u52d5\u7684\u53ef\u80fd\uff0c\u4f8b\u5982\u96e8\u5098\u5098\u67c4\u662f\u5f4e\u7684\uff0c\u6211\u5011\u5f88\u5bb9\u6613\u5c31\u53ef\u4ee5\u806f\u60f3\u5230\u5b83\u53ef\u4ee5\u6210\u70ba\u4e00\u500b\u920e\u5b50\uff0c\u920e\u5728\u6211\u5011\u60f3\u920e\u7684\u5730\u65b9\u3002\u4ee5LLM\u70ba\u4f8b\uff0c\u7531\u65bcLLM\u53ef\u4ee5\u7528\u5f88\u9ad8\u7684\u6b63\u78ba\u7387\u8655\u7406\u4eba\u985e\u8a9e\u8a00\uff0c\u6240\u4ee5LLM\u7d66\u4eba\u5011\u6700\u76f4\u89c0\u7684\u80fd\u4f9b\u6027\u5c31\u662f\u53ef\u4ee5\u5f9e\u8a9e\u8a00\u5b78\u7fd2\u7684\u89d2\u5ea6\u5207\u5165\u6216\u8005\u53ef\u4ee5\u9032\u884c\u7ffb\u8b6f\u3001\u6587\u7ae0\u6458\u8981\u7b49\u7b49\u985e\u578b\u7684\u4efb\u52d9\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u5229\u7528\u300cQ<\/strong><strong>\u7814\u7a76\u6cd5\u300d\u63a2\u8a0e\u4e3b\u89c0\u7684\u300c\u80fd\u4f9b\u6027\u300d<\/strong><\/span><\/h6>\n<p>\u300cQ\u7814\u7a76\u6cd5 (Q methodology)\u300d\u662f\u4e00\u7a2e\u53ef\u7cfb\u7d71\u6027\u7684\u89e3\u91cb\u4eba\u5011\u4e3b\u89c0\u6027\u611f\u89ba\u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u6df7\u5408\u4e86\u8cea\u6027\u8207\u91cf\u5316\u7684\u7814\u7a76\u65b9\u5f0f\uff0c\u5b83\u5229\u7528\u4e86\u5e7e\u53e5\u9673\u8ff0\u53e5\u4f86\u8861\u91cf\u53d7\u8a2a\u8005\u5c0d\u65bc\u7814\u7a76\u4e3b\u984c\u7684\u614b\u5ea6\u3002\u5728Li\u7b49\u4eba (2025) \u7684\u7814\u7a76\u4e2d\uff0c\u5247\u662f\u5148\u767c\u5c55\u4e00\u7d44\u95dc\u65bcLLM\u61c9\u7528\u7a0b\u5f0f\u5728\u8a9e\u8a00\u5b78\u7fd2\u65b9\u9762\u7684\u80fd\u4f9b\u6027\u76f8\u95dc\u7684\u9673\u8ff0\uff0c\u800c\u4ed6\u5011\u9996\u5148\u5beb\u4e86200\u53e5\u9673\u8ff0\u53e5\u5f8c\uff0c\u7d93\u7531\u5c08\u5bb6\u6aa2\u6838\uff0c\u522a\u9664\u91cd\u8907\u7684\u3001\u9ad8\u5ea6\u76f8\u95dc\u7684\u53e5\u5b50\uff0c\u6700\u5f8c\u7559\u4e0b\u4e8641\u53e5\u9673\u8ff0\uff0c\u7b26\u5408\u4e00\u822c\u8a2d\u5b9aQ\u7814\u7a76\u6cd5\u7684\u9673\u8ff0\u53e5\u9700\u898140\u81f380\u53e5\u7684\u9700\u6c42\u3002<\/p>\n<p>\u63a5\u8457\uff0cQ\u7814\u7a76\u6cd5\u6240\u8981\u9032\u884c\u7684\u6b65\u9a5f\u662f\u300cQ\u5206\u985e (Q sorting)\u300d\uff0cLi\u7b49\u4eba (2025) \u7684\u7814\u7a76\u5171\u9080\u96c6\u4e8626\u4f4d\u5927\u5b78\u751f\uff0c\u5404\u6709\u4e0d\u540c\u7684\u4e3b\u4fee\uff0c\u6db5\u84cb\u6587\u79d1\u5230\u7406\u5de5\u79d1\uff0c\u4e26\u4e14\u4e5f\u64c1\u6709\u4e0d\u540c\u7684\u5916\u8a9e\u7a0b\u5ea6\u3002\u53d7\u8a2a\u8005\u4f7f\u7528\u300cEQ Web Sort\u300d(Banasick, 2024) \u4f86\u9032\u884cQ\u5206\u985e\uff0c\u9019\u662f\u4e00\u500b\u53ef\u4ee5\u5728\u7db2\u8def\u4e0a\u64cd\u4f5cQ\u5206\u985e\u7684\u8edf\u9ad4\uff0c\u91dd\u5c0d\u901941\u500b\u6558\u8ff0\uff0c\u5f9e\u300c\u6700\u540c\u610f (+5)\u300d\u5230\u300c\u6700\u4e0d\u540c\u610f (-5)\u300d\uff0c\u9700\u8981\u5206\u5225\u586b\u5165\u4e00\u500b\u5f37\u8feb\u9078\u64c7\u7684\u7a7a\u683c\u4e2d\uff0c\u9019\u6a23\u53ef\u4ee5\u78ba\u4fdd\u53d7\u8a2a\u8005\u6709\u63ed\u9732\u51fa\u4ed6\u5011\u7684\u4e3b\u89c0\u770b\u6cd5\u3002<\/p>\n<p>\u586b\u5b8cQ\u5206\u985e\u4e4b\u5f8c\uff0c\u53d7\u8a2a\u8005\u9084\u9700\u8981\u56de\u7b54\u4e00\u500b\u958b\u653e\u6027\u554f\u984c\uff0c\u63cf\u8ff0\u4ed6\u5011\u5982\u4f55\u6c7a\u5b9a\u90a3\u4e9b\u6558\u8ff0\u7684\u6392\u5e8f\uff0c\u6700\u5f8c\uff0c\u518d\u4ee5\u7dda\u4e0a\u6703\u8b70\u9032\u884c\u4e00\u5c0d\u4e00\u7684\u534a\u7d50\u69cb\u5316\u8a2a\u8ac7\uff0c\u8a2a\u8ac7\u6642\u9593\u5927\u7d048\u523020\u5206\u9418\uff0c\u4ee5\u78ba\u8a8d\u4ed6\u5011\u91dd\u5c0d\u5404\u9805\u6558\u8ff0\u7684\u770b\u6cd5\u3002\u5728\u9032\u884c\u8cc7\u6599\u5206\u6790\u6642\uff0c\u7531\u65bc\u6bcf\u9805\u6558\u8ff0\u90fd\u6709\u5f97\u5206\uff0c\u6240\u4ee5\u5c31\u50cf\u662f\u9032\u884c\u91cf\u5316\u7814\u7a76\u4e00\u6a23\uff0c\u5f97\u4ee5\u9032\u884c\u4e3b\u6210\u5206\u5206\u6790 (principal component analysis, PCA)\u3002\u800cLi\u7b49\u4eba (2025) \u7684\u7814\u7a76\u5247\u662f\u5c0741\u500b\u6558\u8ff0\u5206\u51fa\u4e86\u4e09\u500b\u56e0\u7d20\uff0c\u627e\u5230\u4e86\u4e09\u985e\u578b\u5b78\u7fd2\u8005\u5c0d\u65bcLLM\u61c9\u7528\u7a0b\u5f0f\u5728\u8a9e\u8a00\u5b78\u7fd2\u65b9\u9762\u7684\u89c0\u9ede\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u300c\u8b39\u614e\u61f7\u7591\u8005\u300d\u3001\u300c\u71b1\u60c5\u64c1\u62b1\u8005\u300d\u4ee5\u53ca\u300c\u4fdd\u5b88\u63a1\u7d0d\u8005\u300d<\/strong><\/span><\/h6>\n<p>Li\u7b49\u4eba (2025) \u7684\u7814\u7a76\u5206\u51fa\u4e86\u4e09\u7a2e\u89c0\u9ede\uff0c\u300c\u8b39\u614e\u61f7\u7591\u8005 (Prudent skeptics)\u300d\u8a8d\u70baLLM\u7f3a\u767c\u4e86\u4eba\u6027\u7684\u5143\u7d20\uff0c\u4ed6\u5011\u76f8\u4fe1LLM\u7d42\u7a76\u7f3a\u4e4f\u540c\u7406\u5fc3\u6216\u662f\u771f\u4eba\u6559\u5e2b\u6240\u80fd\u7d66\u4e88\u7684\u7406\u89e3\uff0c\u4ed6\u5011\u4e5f\u4e0d\u8a8d\u70baLLM\u80fd\u5920\u7406\u89e3\u8de8\u6587\u5316\u5dee\u7570\u3002LLM\u61c9\u53ea\u80fd\u4f5c\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u4e0d\u80fd\u904e\u5ea6\u4f9d\u8cf4\u8b93\u81ea\u5df1\u7684\u601d\u8003\u9000\u5316\u3002<\/p>\n<p>\u300c\u71b1\u60c5\u64c1\u62b1\u8005 (Enthusiastic embracers)\u300d\u5247\u662f\u5145\u6eff\u6a02\u89c0\uff0c\u4ed6\u5011\u5f37\u70c8\u5730\u76f8\u4fe1LLM\u53ef\u4ee5\u7528\u4f86\u63a8\u85a6\u5b78\u7fd2\u6559\u6750\u3001\u523a\u6fc0\u8a9e\u8a00\u5b78\u7fd2\u7684\u8208\u8da3\u3001\u9032\u884c\u5beb\u4f5c\u7684\u8166\u529b\u6fc0\u76ea\u3001\u4fc3\u9032\u7ffb\u8b6f\u7df4\u7fd2\u6216\u8005\u751f\u6210\u66f4\u591a\u5ba2\u88fd\u5316\u7684\u5b78\u7fd2\u7d20\u6750\u7b49\u7b49\u3002\u5728\u8a2a\u8ac7\u7684\u6642\u5019\uff0c\u9019\u985e\u578b\u7684\u5b78\u7fd2\u8005\u4e5f\u6703\u5206\u4eab\u4ed6\u5011\u4f7f\u7528\u4e26\u611f\u77e5\u80fd\u4f9b\u6027\u65b9\u9762\u7684\u6709\u8da3\u7d93\u9a57\uff0c\u4f8b\u5982\uff0c\u6709\u4f7f\u7528\u8005\u5206\u4eab\uff0c\u4ed6\u6703\u628a\u6240\u6709\u6a21\u64ec\u8003\u7684\u8a66\u984c\u7d66AI\u4e4b\u5f8c\uff0c\u518d\u8acbAI\u751f\u6210\u65b0\u7684\u8003\u984c\u8b93\u4ed6\u7df4\u7fd2\u3002<\/p>\n<p>\u300c\u4fdd\u5b88\u63a1\u7d0d\u8005 (conservative adopters)\u300d\u96d6\u7136\u50cf\u71b1\u60c5\u64c1\u62b1\u8005\u4e00\u6a23\u6703\u4f7f\u7528LLM\u4f86\u9032\u884c\u76f8\u95dc\u7684\u5b78\u7fd2\uff0c\u4f46\u662f\u4ed6\u5011\u4ecd\u7136\u4e5f\u8a8d\u70ba\uff0cLLM\u6240\u751f\u6210\u7684\u5167\u5bb9\uff0c\u53ef\u80fd\u6703\u6709\u932f\u8aa4\uff0c\u751a\u81f3\u4e5f\u64d4\u5fc3\u4ed6\u5011\u6703\u7522\u751f\u523b\u677f\u5370\u8c61\u6216\u662f\u6587\u5316\u4e0a\u7684\u8aa4\u89e3\u3002\u6b64\u5916\uff0c\u9019\u985e\u578b\u7684\u4eba\u5c0d\u65bcLLM\u672c\u8eab\u7684\u8a13\u7df4\u8cc7\u6599\uff0c\u6216\u8005\u662f\u4f7f\u7528\u8005\u4e0b\u63d0\u793a\u8a5e (prompt) \u7684\u65b9\u6cd5\uff0c\u4e5f\u8f03\u6709\u81ea\u5df1\u7684\u4e00\u5957\u898b\u89e3\uff0c\u56e0\u6b64\u5c0dLLM\u61c9\u7528\u7a0b\u5f0f\u7684\u6548\u679c\u4fdd\u6301\u61f7\u7591\u614b\u5ea6\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u5f9e\u5b78\u7fd2\u8005\u611f\u77e5\u7684\u80fd\u4f9b\u6027\u63d0\u4f9bLLM<\/strong><strong>\u7684\u958b\u767c\u5efa\u8b70<\/strong><\/span><\/h6>\n<p>\u4ee5\u4e0a\u4e09\u7a2e\u985e\u578b\u7684\u5b78\u7fd2\u8005\u90fd\u8a8d\u70baLLM\u5c0d\u65bc\u6559\u5e2b\u5099\u8ab2\u800c\u8a00\u662f\u5f88\u6709\u5e6b\u52a9\u7684\uff0c\u800c\u82e5\u662f\u8981\u8003\u91cf\u5b78\u7fd2\u8005\u4ee5\u53ca\u5728\u8a2d\u8a08\u65b9\u9762\u7684\u8abf\u6574\uff0c\u4f8b\u5982\uff0c\u70ba\u4e86\u6e1b\u8f15\u8b39\u614e\u61f7\u7591\u8005\u7684\u7591\u616e\uff0c\u53ef\u4ee5\u591a\u958b\u767cLLM\u5728\u554f\u984c\u89e3\u6c7a\u3001\u5275\u9020\u529b\u4ee5\u53ca\u6279\u5224\u5f0f\u601d\u8003\u7684\u529f\u80fd\u3002<\/p>\n<p>\u800c\u5f9e\u71b1\u60c5\u64c1\u62b1\u8005\u7684\u89c0\u9ede\u4f86\u770b\uff0c\u4e5f\u767c\u73fe\u5230LLM\u53ef\u4ee5\u66f4\u52a0\u5f37\u958b\u767c\u80fd\u9069\u61c9\u500b\u9ad4\u5dee\u7570\u7684\u8f14\u52a9\u529f\u80fd\uff0c\u53ef\u4ee5\u8b93\u4f7f\u7528\u8005\u66f4\u52d5\u614b\u4e14\u5f48\u6027\u7684\u9032\u884c\u4e92\u52d5\u3002\u800c\u91dd\u5c0d\u4fdd\u5b88\u63a1\u7d0d\u8005\uff0c\u53ef\u4ee5\u52a0\u5f37\u63d0\u793a\u8a5e\u7684\u512a\u5316\uff0c\u4f8b\u5982\u5728\u4f7f\u7528\u8005\u8f38\u5165\u63d0\u793a\u8a5e\u4e4b\u5f8c\uff0c\u7a0b\u5f0f\u5728\u5167\u90e8\u9032\u884c\u82e5\u5e72\u4fee\u98fe\u8207\u6539\u52d5\u7b49\u7b49\u3002<\/p>\n<p>\u6700\u5f8cLi\u7b49\u4eba (2025) \u63d0\u9192\uff0c\u96d6\u7136Q\u7814\u7a76\u6cd5\u5df2\u88ab\u8a8d\u70ba\u662f\u4e00\u500b\u5f88\u7a69\u5b9a\u7684\u5206\u6790\u65b9\u6cd5\uff0c\u4f46\u662f\u53d7\u9650\u65bc\u53d7\u8a2a\u8005\uff0c\u5c0d\u65bc\u7814\u7a76\u7684\u666e\u904d\u6027\u800c\u8a00\uff0c\u9084\u662f\u9700\u8981\u5c0f\u5fc3\u89e3\u8b80\u3002\u4e0d\u904e\uff0c\u8a72\u7814\u7a76\u9084\u662f\u5206\u51fa\u4e86\u4e09\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u4f7f\u7528\u8005\uff0c\u4e26\u4e14\u7cfb\u7d71\u6027\u5730\u6b78\u7d0d\u4e86\u4ed6\u5011\u5c0d\u65bc\u4f7f\u7528LLM\u9032\u884c\u8a9e\u8a00\u5b78\u7fd2\u7684\u89c0\u9ede\uff0c\u5982\u6b64\u4e00\u4f86\uff0c\u91dd\u5c0d\u8a72\u985e\u578b\u7684LLM\u61c9\u7528\u7a0b\u5f0f\u7684\u958b\u767c\uff0c\u4ecd\u7136\u76f8\u7576\u5177\u6709\u52a9\u76ca\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/doi.org\/10.1007\/s10639-025-13362-6\" target=\"_blank\" rel=\"noopener\">Li, K., Lun, L. &amp; Hu, P. Exploring student perceptions of language learning affordances of Large Language Models: A Q methodology study. Educ Inf Technol (2025).\u00a0<\/a><\/li>\n<li><a href=\"https:\/\/doi.org\/10.6386\/CGN.200106_12(2).0006\" target=\"_blank\" rel=\"noopener\">\u694a\u5609\u73b2\u3001\u9673\u7f8e\u4f36\uff082001\uff09\uff0cQ\u7814\u7a76\u6cd5\u4e4b\u7c21\u4ecb\uff0c\u9577\u5e9a\u8b77\u7406\uff0c12(2)\uff0c144-153\u3002<\/a><\/li>\n<li><a href=\"https:\/\/doi.org\/10.5281\/zenodo.8339818\" target=\"_blank\" rel=\"noopener\">Banasick, S. (2024). EQ Web Sort (Version 6.0.0) [Computer software].\u00a0<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>ChatGPT\u57282022\u5e74\u5e95\u767c\u5e03\u4e4b\u5f8c\uff0c\u8b93\u5b78\u754c\u53ca\u6559\u80b2\u754c\u7684\u7814\u7a76\u8005\u5011\u53ca\u6559\u5e2b\u90fd\u5c55\u958b\u4e86\u95dc\u65bc\u5927\u8a9e\u8a00\u6a21\u578b(LLMs)\u7684\u76f8\u95dc\u7814\u7a76\u3002\u4e0d\u5c11\u7814\u7a76\u4e5f\u958b\u59cb\u5c07\u5927\u8a9e\u8a00\u6a21\u578b\u61c9\u7528\u5230\u6559\u80b2\u73fe\u5834\u7684\u61c9\u7528\u7576\u4e2d\uff0c\u800cLLMs\u6240\u5e36\u4f86\u7684\u5373\u6642\u56de\u994b\u3001\u500b\u4eba\u5316\u5b78\u7fd2\u7b49\u7b49\uff0c\u4e5f\u70ba\u6559\u80b2\u79d1\u6280\u5e36\u4f86\u4e86\u65b0\u7684\u6280\u8853\u9032\u5c55\u3002<\/p>\n","protected":false},"author":20,"featured_media":45745,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,5128,3293],"tags":[7190,7448,7449],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/09\/LLM\u8207\u5b78\u751f\u7684\u4eba\u6a5f\u4e92\u52d5-scaled.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45744"}],"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=45744"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45744\/revisions"}],"predecessor-version":[{"id":45746,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45744\/revisions\/45746"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/45745"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45744"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45744"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45744"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}