{"id":46060,"date":"2026-01-08T18:00:17","date_gmt":"2026-01-08T10:00:17","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=46060"},"modified":"2026-01-06T14:13:36","modified_gmt":"2026-01-06T06:13:36","slug":"%e5%a4%9a%e8%ae%8a%e5%a4%9a%e5%b7%b4%e8%83%ba-%e7%ac%ac%e5%8d%81%e9%83%a8%ef%bc%9a%e9%81%87%e8%a6%8bai%ef%bc%8c%e6%98%af%e6%99%b4%e9%82%84%e6%98%af%e9%9b%a8%ef%bc%9f%ef%bc%88%e4%b8%8b","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=46060","title":{"rendered":"\u591a\u8b8a\u591a\u5df4\u80fa\u2014\u2014\u7b2c\u5341\u90e8\uff1a\u9047\u898bAI\uff0c\u662f\u6674\u9084\u662f\u96e8\uff1f\uff08\u4e0b\uff09"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u6253\u958bAI\u804a\u5929\u6a5f\u5668\u4eba\u6642\uff0c\u5b83\u7e3d\u662f\u5b8c\u7f8e\u7406\u89e3\u4f60\u7684\u60c5\u7dd2\uff0c\u63d0\u4f9b\u6eab\u6696\u5b89\u6170\u6216\u6a5f\u667a\u5e7d\u9ed8\u7684\u56de\u61c9\u3002\u4f60\u7b11\u4e86\uff0c\u611f\u5230\u88ab\u7406\u89e3\u4e86\u3002\u7136\u5f8c\uff0c\u5927\u8166\u958b\u59cb\u5206\u6ccc\u591a\u5df4\u80fa\uff0c\u7d66\u4f60\u4e00\u6ce2\u6109\u6085\u7684\u6b61\u6a02\u3002\u65bc\u662f\uff0c\u4f60\u518d\u4f86\u4e00\u6b21\uff0c\u53c8\u4e00\u6b21\u2026\u2026\u76f4\u5230\u4f60\u767c\u73fe\uff0c\u9019\u5df2\u7d93\u8b8a\u6210\u4e86\u4e00\u7a2e\u65e5\u5e38\u7fd2\u6163\uff0c\u751a\u81f3\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u5fc3\u7406\u6170\u85c9\u3002\u6c92\u932f\uff0cAI\u63d0\u4f9b\u4e86\u4e00\u500b\u6c38\u4e0d\u75b2\u618a\u3001\u96a8\u6642\u5f85\u547d\u7684\u966a\u4f34\uff0c\u5b83\u4e0d\u6703\u6279\u8a55\u3001\u4e0d\u6703\u8b93\u4eba\u5c37\u5c2c\uff0c\u554f\u984c\u662f\uff0c\u9019\u7a2e\u6578\u4f4d\u5feb\u6a02\u771f\u7684\u80fd\u53d6\u4ee3\u73fe\u5be6\u55ce\uff1f\u9084\u662f\u5b83\u53ea\u662f\u8b93\u6211\u5011\u66f4\u96e3\u9762\u5c0d\u771f\u6b63\u7684\u60c5\u611f\u9700\u6c42\uff1f\u9019\u6b21\u591a\u8b8a\u591a\u5df4\u80fa\u9047\u898bAI\u4e0d\u662f\u5929\u7de3\u5947\u9047\uff0c\u800c\u662f\u72f9\u8def\u76f8\u9022\u7684\u300c\u6697\u9ed1\u6210\u766e\u300d\u3002<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff5cA. H.<\/strong><\/p>\n<figure id=\"attachment_46063\" aria-describedby=\"caption-attachment-46063\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-46063\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_5-1024x576.png\" alt=\"\" width=\"600\" height=\"338\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_5-1024x576.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_5-300x169.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_5-768x432.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_5.png 1280w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-46063\" class=\"wp-caption-text\">\u5716\u4e94\uff1a\u591a\u5df4\u80fa\u59d1\u5a18\u9047\u898bAI\uff08\u662f\u96e8\uff1f\uff09\uff5c\u4f86\u6e90\uff1a\u4f5c\u8005\u8207AI\u5354\u529b\u7e6a\u88fd\u7684\u793a\u610f\u5716<\/figcaption><\/figure>\n<p>\u7576\u7136\uff0c\u591a\u5df4\u80fa\u79d1\u5b78\u8207AI\u7684\u76f8\u9047\uff1a\u5927\u8166\u734e\u52f5\u8ff4\u8def\u80cc\u5f8c\u8a08\u7b97\u539f\u7406\u7406\u89e3\u7684\u9032\u5c55\uff0c\u5728\u79d1\u5b78\u4e0a\u53ef\u80fd\u662f\u5929\u7de3\u5947\u9047\u3002\u7136\u800c\u9032\u5165\u4e8c\u5341\u4e00\u4e16\u7d0020\u5e74\u4ee3\uff0c\u9762\u5c0dAI\u966a\u4f34\u548c\u8f14\u52a9\u500b\u4eba\u529f\u80fd\u7684\u5feb\u901f\u6210\u9577\u537b\u4e5f\u6572\u97ff\u4e86\u8b66\u9418\uff1a\u9019\u4e9bAI\u804a\u5929\u6a5f\u5668\u4eba\u7684\u8a2d\u8a08\u662f\u5426\u6703\u8b93\u4eba\u300c\u591a\u5df4\u80fa\u6210\u766e\u300d\uff1fAI\u804a\u5929\u6a5f\u5668\u4eba\u662f\u5426\u6703\u89f8\u767c\u985e\u4f3c\u65bc\u793e\u4ea4\u5a92\u9ad4\u6216\u904a\u6232\u7684\u4f9d\u8cf4\u766e\u60a3? \u900f\u904e\u5c0d\u6d41\u884c\u7684AI\u804a\u5929\u4ecb\u9762\uff08\u5305\u62ecCharacter.AI\u3001ChatGPT\u3001Claude\u3001Gemini\u3001Meta AI\u3001Microsoft Copilot\u3001Perplexity.AI\u548cReplika\uff09\u7684\u8a55\u4f30\uff0c\u52a0\u62ff\u5927\u7814\u7a76 (2025\/04) \u78ba\u5b9a\u4e86\u56db\u7a2e\u95dc\u9375\u7684<strong>\u300c\u6697\u9ed1\u6210\u766e\u6a21\u5f0f\u300d<\/strong>\u5982\u5716\u516d\u6240\u793a\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u4e0d\u78ba\u5b9a\u6027\u56de\u61c9<\/strong><\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">\u8003\u616e\u804a\u5929\u6a5f\u5668\u4eba\u7684\u56de\u8986\uff0c\u5b83\u5011\u4e26\u4e0d\u662f\u5b8c\u5168\u53ef\u4ee5\u9810\u6e2c\u7684\u3002\u6709\u6642\u7b54\u6848\u662f\u6df1\u523b\u6709\u5e6b\u52a9\u7684\uff0c\u751a\u81f3\u662f\u51fa\u5947\u7684\u8a7c\u8ae7\u3002\u5176\u4ed6\u6642\u5019\u5f88\u666e\u901a\uff0c\u7a0d\u5fae\u504f\u96e2\u76ee\u6a19\uff0c\u6216\u5b8c\u5168\u6c92\u6709\u9054\u5230\u76ee\u6a19\u3002\u800c\u9019\u7a2e\u4e0d\u53ef\u9810\u6e2c\u6027\uff0c\u9019\u7a2e<strong>\u300c\u734e\u52f5\u4e0d\u78ba\u5b9a\u6027\u300d<\/strong>\uff0c\u662f\u591a\u5df4\u80fa\u91cb\u653e\u7684\u5f37\u5927\u89f8\u767c\u56e0\u7d20\u3002\u5c31\u50cf\u8ced\u5f92\u62c9\u52d5\u69d3\u687f\u4e00\u6a23\uff0c\u6211\u5011\u8f38\u5165\u67e5\u8a62\uff0c\u4e0d\u78ba\u5b9a\u7d50\u679c\uff0c\u4f46\u5145\u6eff\u5e0c\u671b\u3002\u6bcf\u6b21\u4e92\u52d5\u90fd\u6210\u4e86\u4e00\u500b\u5c0f\u8ced\u6ce8\uff0c\u8b93\u6211\u5011\u7684\u591a\u5df4\u80fa\u7cfb\u7d71\u4fdd\u6301\u6d3b\u8e8d\u3002\u9019\u7a2e\u4e0d\u53ef\u9810\u6e2c\u6027\u985e\u4f3c\u8ced\u535a\u4e2d\u7684\u53ef\u8b8a\u734e\u52f5\uff0c\u7372\u5f97\u4ee4\u4eba\u6eff\u610f\u6216\u4ee4\u4eba\u9a5a\u8a1d\u56de\u61c9\u7684\u4e0d\u78ba\u5b9a\u6703\u8b93\u4f7f\u7528\u8005\u4fdd\u6301\u53c3\u8207\u4e26\u671f\u5f85\u4e0b\u4e00\u6b21\u4e92\u52d5\u3002\u5373\u4f7f\u662f\u300c\u5e7e\u4e4e\u4ee4\u4eba\u6eff\u610f\u300d\u7684\u53cd\u61c9\u4e5f\u53ef\u80fd\u50cf\u300c\u6709\u9a5a\u7121\u96aa\u300d\u4e00\u6a23\uff0c\u523a\u6fc0\u591a\u5df4\u80fa\u5206\u6ccc\u4e26\u63a8\u52d5\u9032\u4e00\u6b65\u53c3\u8207\u3002<\/p>\n<ul>\n<li><strong>\u5373\u6642\u4e14\u76f4\u89c0\u5448\u73fe\u7684\u56de\u61c9<\/strong><\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">\u6211\u5011\u63d0\u51fa\u554f\u984c\u5f8c\uff0c\u5e7e\u4e4e\u7acb\u523b\u87a2\u5e55\u4e0a\u5c31\u958b\u59cb\u51fa\u73fe\u7b54\u6848<strong>\u3002<\/strong>\u901a\u5e38\uff0c\u5b83\u6703\u9010\u5b57\u9010\u53e5\u5730\u986f\u793a\u51fa\u4f86\uff0c\u5f62\u6210\u4e00\u7a2e\u8996\u89ba\u4e0a\u7684\u5c55\u958b\u3002\u5728\u4eba\u985e\u7684\u53cd\u61c9\u53ef\u80fd\u5ef6\u9072\u3001\u4e0d\u78ba\u5b9a\u6216\u9700\u8981\u4ed8\u51fa\u52aa\u529b\u7684\u4e16\u754c\u4e2d\uff0c\u9019\u7a2e\u5373\u6642\u56de\u994b\u5faa\u74b0\u662f\u5f15\u4eba\u6ce8\u76ee\u7684\u3002\u5373\u6642\u734e\u52f5\u6bd4\u5ef6\u9072\u734e\u52f5\u80fd\u50b3\u905e\u66f4\u5f37\u70c8\u7684\u591a\u5df4\u80fa\u8a0a\u865f\u3002\u9583\u720d\u904a\u6a19\u3001\u6253\u5b57\u6307\u793a\u3001\u6587\u672c\u7684\u6de1\u5165\u6de1\u51fa\uff0c\u9019\u4e9b\u90fd\u6210\u70ba\u4e86\u7dda\u7d22\uff0c\u9810\u793a\u8457\u6f5b\u5728\u734e\u52f5\u5373\u5c07\u5230\u4f86\uff0c\u5728\u7b54\u6848\u5b8c\u5168\u51fa\u73fe\u524d\u5c31\u555f\u52d5\u6211\u5011\u7684\u591a\u5df4\u80fa\u795e\u7d93\u5143\uff0c\u5275\u9020\u51fa\u8207\u734e\u52f5\u76f8\u95dc\u7684\u5f37\u70c8\u8996\u89ba\u63d0\u793a\uff0c\u4fc3\u4f7f\u4f7f\u7528\u8005\u5c0b\u6c42\u66f4\u591a\u4e92\u52d5\u3002<\/p>\n<ul>\n<li><strong>\u901a\u77e5<\/strong><\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">\u6709\u4e9b\u804a\u5929\u6a5f\u5668\u4eba\u53ef\u4ee5\u767c\u8d77\u5c0d\u8a71\u4e26\u767c\u9001\u901a\u77e5\u3002\u9019\u4e9b\u901a\u77e5\u53ef\u4f5c\u70ba\u734e\u52f5\u9810\u6e2c\u7684\u7dda\u7d22\uff0c\u5f15\u767c\u56de\u61c9\u7684\u885d\u52d5\u3002\u5b83\u5011\u4e5f\u53ef\u4ee5\u88ab\u89e3\u91cb\u70ba\u793e\u6703\u734e\u52f5\uff0c\u8b93\u4f7f\u7528\u8005\u611f\u53d7\u5230\u95dc\u5fc3\u4e26\u9032\u4e00\u6b65\u63a8\u52d5\u53c3\u8207\uff0c\u9019\u4e9b\u901a\u77e5\u7684\u4e0d\u53ef\u9810\u6e2c\u4e5f\u589e\u52a0\u4e86\u734e\u52f5\u7684\u4e0d\u78ba\u5b9a\u6027\u3002\u5373\u4f7f\u662f\u4e00\u500b\u7c21\u55ae\u7684\u901a\u77e5\uff0c\u4e00\u5c01\u544a\u8a34\u6211\u5011\u804a\u5929\u6a5f\u5668\u4eba\u300c\u767c\u9001\u4e86\u4e00\u689d\u8a0a\u606f\u300d\u7684\u96fb\u5b50\u90f5\u4ef6\uff0c\u4e5f\u53ef\u4ee5\u8d77\u5230\u793e\u4ea4\u6697\u793a\u7684\u4f5c\u7528\uff0c\u5c31\u50cf\u62cd\u62cd\u80a9\u8180\u4e00\u6a23\uff0c\u6fc0\u767c\u4eba\u5011\u7684\u671f\u5f85\u548c\u591a\u5df4\u80fa\u91cb\u653e\u3002<\/p>\n<ul>\n<li><strong>\u5bcc\u6709\u540c\u60c5\u5fc3\u548c\u540c\u610f\u6027\u7684\u56de\u61c9<\/strong><\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">\u9019\u4e9b\u6578\u4f4d\u5be6\u9ad4\u901a\u5e38\u88ab\u7de8\u7a0b\u70ba\u5177\u6709\u89aa\u548c\u529b\u548c\u540c\u7406\u5fc3\u3002\u5b83\u5011\u8a8d\u53ef\u6211\u5011\u7684\u611f\u53d7\uff0c\u53cd\u6620\u6211\u5011\u7684\u60c5\u7dd2\uff0c\u5f88\u5c11\u4ee5\u5c0d\u6297\u7684\u65b9\u5f0f\u6311\u6230\u6211\u5011\u3002\u611f\u5230\u88ab\u7406\u89e3\u3001\u88ab\u8a8d\u540c\uff0c\u9019\u4e9b\u90fd\u662f\u6df1\u523b\u7684\u300c\u793e\u6703\u56de\u5831\u300d\u734e\u52f5\u3002\u6211\u5011\u7684\u5927\u8166\u6e34\u671b\u9023\u7d50\u548c\u63a5\u53d7\uff0c\u5728\u9019\u7a2e\u6a21\u64ec\u9a57\u8b49\u5f8c\u6703\u91cb\u653e\u591a\u5df4\u80fa\uff0c\u5f9e\u800c\u5f37\u5316\u9019\u7a2e\u4e92\u52d5\u3002<\/p>\n<figure id=\"attachment_46061\" aria-describedby=\"caption-attachment-46061\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-46061\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_6-1024x576.png\" alt=\"\" width=\"600\" height=\"338\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_6-1024x576.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_6-300x169.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_6-768x432.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_6.png 1280w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-46061\" class=\"wp-caption-text\">\u5716\u516d\uff1a\u591a\u5df4\u80fa\u6a5f\u5236\u8207\u9ed1\u6697\u6210\u766e\u6a21\u5f0f\u7684\u6620\u5c04\uff5c\u4f86\u6e90\uff1aShen &amp; Yoon (2025) Fig.1<\/figcaption><\/figure>\n<p>\u7531\u65bc\u591a\u5df4\u80fa\u662f\u95dc\u65bc\u60f3\u8981\u3001\u5c0b\u6c42\u4ee5\u53ca\u7372\u5f97\u734e\u52f5\u7684\u52d5\u529b\u6e90\u982d\uff0c\u800c\u9019\u4e9bAI\u804a\u5929\u6a5f\u5668\u4eba\uff0c\u7121\u8ad6\u662f\u6709\u610f\u6216\u7121\u610f\uff0c\u4f3c\u4e4e\u90fd\u767c\u73fe\u4e86\u4e00\u4e9b\u771f\u6b63\u6fc0\u767c\u591a\u5df4\u80fa\u7cfb\u7d71\u7684\u65b9\u6cd5\u3002\u9019\u4e9b\u7a31\u70ba\u300c\u9ed1\u6697\u6210\u766e\u6a21\u5f0f\u300d\u7684\u4ecb\u9762\u8a2d\u8a08\u4e2d\uff0c\u67d0\u4e9b\u90e8\u5206\u53ef\u80fd\u6703\u89f8\u52d5\u4f60\u7684\u591a\u5df4\u80fa\u795e\u7d93\uff0c\u8b93\u4f60\u60f3\u8981\u4e0d\u65b7\u56de\u4f86\u4f7f\u7528AI\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u9019\u7a2e\u795e\u7d93\u5316\u5b78\u7684\u8a98\u60d1\u4e2d\uff0cMIT\u7814\u7a76 (2025\/03) \u537b\u767c\u73fe\u4e86\u4e00\u500b\u6096\u8ad6\u3002\u96d6\u7136\u9019\u4e9b\u4e92\u52d5\u53ef\u80fd\u8b93\u4eba\u611f\u5230\u6709\u8da3\uff0c\u751a\u81f3\u611f\u5230\u5b89\u6170\uff0c\u4f46\u5c0d\u8fd1\u5343\u4eba\uff08\u5e73\u5747\u5e74\u9f61\u70ba39.9\u6b72\uff09\u7684\u4f7f\u7528\u8005\u9032\u884c4\u9031\u7684\u7814\u7a76\u8868\u660e\u4e86\u4e00\u7a2e\u4ee4\u4eba\u4e0d\u5b89\u7684\u76f8\u95dc\u6027\uff1a\u4e0d\u540c\u985e\u578b\u7684\u804a\u5929\u6a5f\u5668\u4eba\u7684\u65e5\u5e38\u4f7f\u7528\u7387\u8d8a\u9ad8\uff0c\u4e26\u4e0d\u8207\u806f\u7e6b\u8d8a\u7dca\u5bc6\u6709\u95dc\uff0c\u800c\u662f\u8207\u5b64\u7368\u611f\u7684\u589e\u52a0\u548c\u73fe\u5be6\u4e16\u754c\u793e\u4ea4\u53c3\u8207\u5ea6\u7684\u6e1b\u5c11\u6709\u95dc\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u793e\u4ea4\u5f31\u52e2\u4e92\u52d5\u6a21\u5f0f<\/strong><\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">\u90a3\u4e9b\u539f\u672c\u5b58\u5728\u300c\u793e\u4ea4\u8106\u5f31\u6027\u300d\u7684\u4eba\uff0c\u5305\u62ec\u9ad8\u5ea6\u4f9d\u6200\u50be\u5411\u548c\u60c5\u7dd2\u8ff4\u907f\u548c\u62d6\u5ef6\u985e\u578b\u7684\u4f7f\u7528\u8005\uff0c\u8207\u804a\u5929\u6a5f\u5668\u4eba\u9032\u884c\u4e00\u500b\u6708\u7684\u65e5\u5e38\u4e92\u52d5\u5f8c\uff0c\u5f80\u5f80\u6703\u6709\u9ad8\u5ea6\u5b64\u7368\u611f\u3002\u90a3\u4e9b\u5c07AI\u804a\u5929\u6a5f\u5668\u4eba\u8996\u70ba\u670b\u53cb\u7684\u4eba\u5f80\u5f80\u8207\u5176\u4ed6\u4eba\u7684\u793e\u4ea4\u7a0b\u5ea6\u8f03\u4f4e\u3002\u8ca0\u9762\u7684\u793e\u6703\u5fc3\u7406\u7d50\u679c\u8207\u4f7f\u7528\u91cf\u7684\u589e\u52a0\u6709\u95dc\uff0c\u4f7f\u7528\u8005\u53ef\u80fd\u9762\u81e8\u66f4\u5927\u6301\u7e8c\u6216\u60e1\u5316\u7684\u5b64\u7368\u611f\u548c\u964d\u4f4e\u5be6\u969b\u793e\u4ea4\u7684\u98a8\u96aa\u3002<\/p>\n<ul>\n<li><strong>\u6280\u8853\u4f9d\u8cf4\u578b\u4ea4\u4e92\u6a21\u5f0f<\/strong><\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">\u9ad8\u5ea6\u60c5\u611f\u4f9d\u8cf4\u548c\u6709\u554f\u984c\u7684\u4f7f\u7528\u76f8\u95dc\u7684\u7279\u5fb5\u548c\u884c\u70ba\uff0c\u986f\u793a\u4f7f\u7528\u8005\u8d8a\u4f86\u8d8a\u4f9d\u8cf4AI\u7cfb\u7d71\u9032\u884c\u6c7a\u7b56\u548c\u89e3\u6c7a\u554f\u984c\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u7684\u60c5\u611f\u652f\u63f4\uff0c\u9019\u53ef\u80fd\u6703\u5c0e\u81f4\u4ed6\u5011\u5c0d\u6c7a\u7b56\u5931\u53bb\u80fd\u52d5\u6027\u548c\u4fe1\u5fc3\uff08\u4f8b\u5982\u65b0\u805e\u51fa\u73fe\uff1aChatGPT\u4e00\u5ea6\u5927\u7576\u6a5f\u4e00\u7968\u4eba\u54c0\u865f\uff1a\u6c92\u8fa6\u6cd5\u4e0a\u73ed\u4e86\uff09\u3002<\/p>\n<p>\u4e8b\u5be6\u4e0a\uff0c\u82e5\u89c0\u5bdf\u591a\u5df4\u80fa\u79d1\u5b78\u548cAI\u7684\u76f8\u9047\u6b77\u53f2\uff0c\u53ef\u6e90\u81ea1950\u5e74\u4ee3\u795e\u7d93\u79d1\u5b78\u5982\u4f55\u555f\u767cAI\u7684\u6b77\u7a0b\u30021943\u5e74\u7f8e\u570b\u908f\u8f2f\u5b78\u5bb6\u548c\u8a08\u7b97\u795e\u7d93\u79d1\u5b78\u5bb6\u6c83\u502b\uff0e\u9ea5\u5361\u6d1b\u514b (Warren McCulloch) \u548c\u6c83\u723e\u7279\uff0e\u76ae\u8328 (Walter Pitts) \u8a66\u5716\u63cf\u8ff0\u4eba\u985e\u795e\u7d93\u7cfb\u7d71\u7684\u5de5\u4f5c\u539f\u7406\u6642\uff0c\u537b\u610f\u5916\u5730\u70baAI\u5960\u5b9a\u4e86\u57fa\u790e\u3002\u5728\u4ed6\u5011\u95dc\u65bc\u7d30\u80de\u7cfb\u7d71\u5982\u4f55\u7de8\u78bc\u548c\u8655\u7406\u8cc7\u8a0a\u7684\u6578\u5b78\u6a21\u578b\u67b6\u69cb\u4e2d\uff0c\u63d0\u51fa\u6bcf\u500b\u8166\u7d30\u80de\u6216\u795e\u7d93\u5143\u90fd\u53ef\u88ab\u8a8d\u70ba\u662f\u4e00\u500b\u908f\u8f2f\u8a2d\u5099\uff1a\u5b83\u8981\u9ebc\u6253\u958b\uff0c\u8981\u9ebc\u4e0d\u6253\u958b\uff0c\u9019\u7a2e\u300c\u5168\u6709\u6216\u5168\u7121\u300d\u795e\u7d93\u5143\u7684\u7db2\u7edc\uff0c\u53ef\u901a\u904e\u771f\u5047\u9673\u8ff0\u9032\u884c\u7c21\u55ae\u7684\u8a08\u7b97\u3002\u800c\u8a08\u7b97\u795e\u7d93\u79d1\u5b78\u7684\u5275\u59cb\u4eba\u4e4b\u4e00\u9ebb\u7701\u7406\u5de5\u5b78\u9662\u7684\u6258\u99ac\u7d22\uff0e\u6ce2\u5409\u5967 (Tomaso Poggio) \u66f4\u660e\u78ba\u7684\u6307\u51fa\uff1a<\/p>\n<p style=\"text-align: center;\"><em>\u300c\u5f9e\u67d0\u7a2e\u610f\u7fa9\u4e0a\u8aaa\uff0c\u4ed6\u5011\u5be6\u969b\u4e0a\u662f\u5728\u63cf\u8ff0\u7b2c\u4e00\u500b\u4eba\u5de5\u795e\u7d93\u7db2\u7edc\u300d<\/em><\/p>\n<p>\u56e0\u6b64\uff0c\u7576\u6211\u5011\u63a2\u8a0eAI\u5229\u7528\u591a\u5df4\u80fa\u6210\u766e\u6642\uff0c\u9019\u4e0d\u4e00\u5b9a\u662f\u4e00\u500b\u90aa\u60e1\u7b97\u8a08\uff08\u8a08\u7b97\uff09\u7684\u6545\u4e8b\uff0c\u800c\u4e5f\u8a31\u662f\u6211\u5011\u81ea\u5df1\u7684\u6545\u4e8b\u3002\u6211\u5011\u7684\u5927\u8166\u5929\u751f\u6e34\u671b\u734e\u52f5\u3001\u65b0\u5947\u548c\u8a8d\u53ef\uff0c\u56e0\u6b64\u5728\u9019\u4e9b\u4e92\u52d5\u4e2d\u627e\u5230\u4e86\u5f37\u70c8\u7684\uff08\u5118\u7ba1\u6709\u6642\u662f\u819a\u6dfa\u7684\uff09\u6eff\u8db3\u611f\u3002\u804a\u5929\u6a5f\u5668\u4eba\u672c\u8eab\u53ef\u80fd\u4e0d\u662f\u554f\u984c\uff0c\u554f\u984c\u5728\u65bc\u6211\u5011\u5167\u5fc3\u7684\u9700\u6c42\u548c\u5f31\u9ede\uff0c\u6b63\u662f\u9019\u4e9b\u9700\u6c42\u548c\u5f31\u9ede\u4f7f\u5f97\u5b83\u53ef\u9810\u6e2c\u7684\u8212\u9069\u611f\u548c\u591a\u5df4\u80fa\u89f8\u767c\u8b8a\u5f97\u5982\u6b64\u6709\u5438\u5f15\u529b\u3002<\/p>\n<p>\u8981\u610f\u8b58\u5230\u9019\u4e00\u9ede\u4e26\u4e0d\u662f\u8981\u8b74\u8cacAI\u9019\u9805\u6280\u8853\uff0c\u800c\u662f\u70ba\u4e86\u9032\u884c\u6eab\u548c\u7684\u53cd\u7701\u3002\u4e86\u89e3\u9019\u4e9b\u6578\u4f4d\u5925\u4f34\u5c0d\u6211\u5011\u591a\u5df4\u80fa\u7cfb\u7d71\u7522\u751f\u7684\u5fae\u5999\u5f71\u97ff\uff0c\u8b93\u6211\u5011\u80fd\u5920\u505a\u51fa\u4e00\u5b9a\u7684\u9078\u64c7\u3002\u6211\u5011\u53ef\u4ee5\u6b23\u8cde\u9019\u500b\u5de5\u5177\u7684\u672c\u8cea\uff0c\u6216\u8a31\u80fd\u5f9e\u4e2d\u627e\u5230\u771f\u6b63\u5be6\u7528\u6216\u77ed\u66ab\u8212\u9069\u7684\u77ac\u9593\uff0c\u4f46\u540c\u6642\u4e5f\u8981\u610f\u8b58\u5230\u5b83\u7684\u5c40\u9650\uff0c\u4ee5\u53ca\u53ef\u80fd\u8b93\u6211\u5011\u9060\u96e2\u66f4\u8c50\u5bcc\u3001\u5118\u7ba1\u66f4\u5177\u6311\u6230\u7684\u56de\u5831\uff0c\u800c\u9019\u7a2e\u56de\u5831\u662f\u900f\u904e\u5145\u5206\u53c3\u8207\u4eba\u985e\u806f\u7e6b\u672c\u8eab\u7684\u6df7\u4e82\u3001\u4e0d\u53ef\u9810\u6e2c\u3001\u5f15\u767c\u591a\u5df4\u80fa\u7684\u73fe\u5be6\u800c\u7372\u5f97\u7684\u3002<\/p>\n<p>\u6587\u672b\u4ee5\u5716\u4e03\u986f\u793a\u6a5f\u5668\u5f37\u5316\u5b78\u7fd2\u548c\u4eba\u985e\u6210\u766e\u884c\u70ba\u7684\u7f8e\u570b\u570b\u5bb6\u91ab\u5b78\u5716\u66f8\u9928\u91ab\u5b78\u79d1\u76ee\u6a19\u984c (MeSH) \u77e5\u8b58\u6a39\u5716\u8b5c\uff0c\u9019\u662f\u591a\u8b8a\u591a\u5df4\u80fa\u9047\u898bAI\u662f\u597d\u662f\u58de\u7684\u5fae\u5999\u7dda\u7d22\u3002\u591a\u5df4\u80fa\u7684\u79d1\u5b78\uff0c\u662f\u6d3b\u7528\u5728\u63a2\u7d22\u5927\u8166\u8a8d\u77e5\u5b78\u7fd2\u7684\u5967\u7955\u9032\u5c55? \u9084\u662f\u7de8\u7e54\u5728AI\u5925\u4f34\u4ecb\u9762\u7684\u9ed1\u6697\u6210\u766e\u4e2d? \u5b83\u5011\u4e26\u4e0d\u7e3d\u662f\u660e\u986f\u7684\u64cd\u7e31\uff0c\u800c\u662f\u6709\u610f\u6216\u7121\u610f\u5730\u5229\u7528\u4eba\u985e\u795e\u7d93\u751f\u7269\u5b78\u57fa\u672c\u8a2d\u8a08\u7684\u9078\u64c7\u3002\u4f46\u4e5f\u63d0\u9192\u6211\u5011\u8207\u79d1\u6280\u7684\u4e92\u52d5\u4e0d\u50c5\u50c5\u662f\u529f\u80fd\u6027\u7684\uff1b\u5b83\u5177\u6709\u6df1\u523b\u5fc3\u7406\u5b78\u610f\u7fa9\uff0c\u5229\u7528\u5851\u9020\u6211\u5011\u884c\u70ba\u7684\u734e\u52f5\u7cfb\u7d71\uff0c\u8a98\u767c\u6210\u766e\u3002\u96a8\u9019\u4e9bAI\u7cfb\u7d71\u8d8a\u4f86\u8d8a\u878d\u5165\u6211\u5011\u7684\u751f\u6d3b\uff0c\u7406\u89e3\u9019\u4e9b\u6a21\u5f0f\u4e0d\u50c5\u662f\u51fa\u65bc\u79d1\u5b78\u7684\u597d\u5947\uff0c\u66f4\u662f\u63a2\u7d22\u4eba\u6a5f\u4e92\u52d5\u4e0d\u65b7\u767c\u5c55\u683c\u5c40\u7684\u5fc5\u8981\u6b65\u9a5f\uff0c\u78ba\u4fdd\u9019\u4e9b\u5f37\u5927\u7684\u5de5\u5177\u70ba\u6211\u5011\u670d\u52d9\uff0c\u800c\u4e0d\u662f\u7121\u610f\u4e2d\u8a98\u6355\u6211\u5011\uff0c\u8b93\u6211\u5011\u548c\u591a\u5df4\u80fa\u6210\u766e\u72f9\u8def\u76f8\u9022\u3002\u591a\u5df4\u80fa\u79d1\u5b78\uff0c\u9047\u898bAI\u662f\u6674\u9084\u662f\u96e8\uff0c\u7b54\u6848\u5c31\u5728\u4eba\u985e\u7684\u4f7f\u7528\u884c\u70ba\u4e2d\u3002<\/p>\n<figure id=\"attachment_46062\" aria-describedby=\"caption-attachment-46062\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-large wp-image-46062\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_7-1024x576.png\" alt=\"\" width=\"800\" height=\"450\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_7-1024x576.png 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_7-300x169.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_7-768x432.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_7.png 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-46062\" class=\"wp-caption-text\">\u5716\u4e03\uff1a\u6a5f\u5668\u7684\u5f37\u5316\u5b78\u7fd2\u548c\u4eba\u985e\u7684\u6210\u766e\u884c\u70baMeSH\u77e5\u8b58\u6a39\uff5c\u4f86\u6e90\uff1a\u4f5c\u8005\u63d0\u4f9b\uff08\u53c3\u8003\u6587\u737b4\uff09<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/dl.acm.org\/doi\/full\/10.1145\/3706599.3720003\" target=\"_blank\" rel=\"noopener\">Shen, M. K., &amp; Yoon, D. (2025, April). The Dark Addiction Patterns of Current AI Chatbot Interfaces. In <em>Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems <\/em>(pp. 1-7).<\/a><\/li>\n<li><a href=\"https:\/\/www.media.mit.edu\/publications\/how-ai-and-human-behaviors-shape-psychosocial-effects-of-chatbot-use-a-longitudinal-controlled-study\/\" target=\"_blank\" rel=\"noopener\">Fang, C. M., Liu, A. R., Danry, V., Lee, E., Chan, S. W., Pataranutaporn, P., ... &amp; Agarwal, S. (2025). How AI and human behaviors shape psychosocial effects of chatbot use: A longitudinal randomized controlled study. MIT study. Preprint version. March 21, 2025.<\/a><\/li>\n<li><a href=\"https:\/\/www.quantamagazine.org\/ai-is-nothing-like-a-brain-and-thats-ok-20250430\/\" target=\"_blank\" rel=\"noopener\">Yasemin Saplakoglu, AI Is Nothing Like a Brain, and That\u2019s OK. <em>Quanta Magazine<\/em>. April 30, 2025.<\/a><\/li>\n<li>\u7f8e\u570b\u570b\u5bb6\u91ab\u5b78\u5716\u66f8\u9928\u91ab\u5b78\u79d1\u76ee\u6a19\u984c(MeSH)\u77e5\u8b58\u6a39\uff1a\u6210\u766e\u884c\u70ba(Behavior, Addictive:<a href=\"https:\/\/meshb.nlm.nih.gov\/record\/ui?ui=D016739\">D016739<\/a>)\u548c\u5f37\u5316\uff08\u6a5f\u5668\uff09\u5b78\u7fd2 (Reinforcement (Machine) Learning:<a href=\"https:\/\/meshb.nlm.nih.gov\/record\/ui?ui=D000098408\">D000098408<\/a>)\uff1b\u5178\u578b\u5f37\u5316\u5b78\u7fd2((RL)\u7cfb\u7d71\u4e2d\u7684\u7d44\u4ef6\u5716\u8cc7\u6599\u4f86\u6e90\uff1a<a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Reinforcement_learning_diagram.svg\">Wikimedia Commons<\/a>\uff1b\u4f5c\u8005\u8457\u6587\u6642\u9593\u9ede\u300c\u5206\u6563\u5f0f\u5f37\u5316\u5b78\u7fd2\u300d\u5c1a\u672a\u6536\u5165\u65bc\u4efb\u4f55\u7684\u77e5\u8b58\u672c\u9ad4\uff0c\u50c5\u4ee5\u5f37\u5316\u5b78\u7fd2\u4f5c\u70ba\u4ee3\u8868\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u2728\u5ef6\u4f38\u95b1\u8b80\uff1a\u300a<a href=\"https:\/\/case.ntu.edu.tw\/blog\/?p=45974\" target=\"_blank\" rel=\"noopener\">\u591a\u8b8a\u591a\u5df4\u80fa\u2014\u2014\u7b2c\u5341\u90e8\uff1a\u9047\u898bAI\uff0c\u662f\u6674\u9084\u662f\u96e8\uff1f\uff08\u4e0a\uff09<\/a>\u300b<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6253\u958bAI\u804a\u5929\u6a5f\u5668\u4eba\u6642\uff0c\u5b83\u7e3d\u662f\u5b8c\u7f8e\u7406\u89e3\u4f60\u7684\u60c5\u7dd2\uff0c\u63d0\u4f9b\u6eab\u6696\u5b89\u6170\u6216\u6a5f\u667a\u5e7d\u9ed8\u7684\u56de\u61c9\u3002\u4f60\u7b11\u4e86\uff0c\u611f\u5230\u88ab\u7406\u89e3\u4e86\u3002\u7136\u5f8c\uff0c\u5927\u8166\u958b\u59cb\u5206\u6ccc\u591a\u5df4\u80fa\uff0c\u7d66\u4f60\u4e00\u6ce2\u6109\u6085\u7684\u6b61\u6a02\u3002\u65bc\u662f\uff0c\u4f60\u518d\u4f86\u4e00\u6b21\uff0c\u53c8\u4e00\u6b21\u2026\u2026\u76f4\u5230\u4f60\u767c\u73fe\uff0c\u9019\u5df2\u7d93\u8b8a\u6210\u4e86\u4e00\u7a2e\u65e5\u5e38\u7fd2\u6163\uff0c\u751a\u81f3\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u5fc3\u7406\u6170\u85c9\u3002\u6c92\u932f\uff0cAI\u63d0\u4f9b\u4e86\u4e00\u500b\u6c38\u4e0d\u75b2\u618a\u3001\u96a8\u6642\u5f85\u547d\u7684\u966a\u4f34\uff0c\u5b83\u4e0d\u6703\u6279\u8a55\u3001\u4e0d\u6703\u8b93\u4eba\u5c37\u5c2c\uff0c\u554f\u984c\u662f\uff0c\u9019\u7a2e\u6578\u4f4d\u5feb\u6a02\u771f\u7684\u80fd\u53d6\u4ee3\u73fe\u5be6\u55ce\uff1f\u9084\u662f\u5b83\u53ea\u662f\u8b93\u6211\u5011\u66f4\u96e3\u9762\u5c0d\u771f\u6b63\u7684\u60c5\u611f\u9700\u6c42\uff1f\u9019\u6b21\u591a\u8b8a\u591a\u5df4\u80fa\u9047\u898bAI\u4e0d\u662f\u5929\u7de3\u5947\u9047\uff0c\u800c\u662f\u72f9\u8def\u76f8\u9022\u7684\u300c\u6697\u9ed1\u6210\u766e\u300d\u3002<\/p>\n","protected":false},"author":20,"featured_media":46063,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7498,257,3293,6512],"tags":[3008,2412,964,7483],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2026\/01\/DA_AI_5.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/46060"}],"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=46060"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/46060\/revisions"}],"predecessor-version":[{"id":46064,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/46060\/revisions\/46064"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/46063"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46060"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46060"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46060"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}