{"id":46336,"date":"2026-04-24T17:00:30","date_gmt":"2026-04-24T09:00:30","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=46336"},"modified":"2026-04-23T10:44:29","modified_gmt":"2026-04-23T02:44:29","slug":"ai%e8%ae%93%e4%bd%a0%e6%9b%b4%e8%81%b0%e6%98%8e%ef%bc%8c%e4%bd%86%e7%9c%9f%e7%9a%84%e6%9b%b4%e6%9c%89%e6%99%ba%e6%85%a7%e5%97%8e%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=46336","title":{"rendered":"AI\u8b93\u4f60\u66f4\u8070\u660e\uff0c\u4f46\u771f\u7684\u66f4\u6709\u667a\u6167\u55ce\uff1f"},"content":{"rendered":"

\u4f60\u7684\u751f\u6d3b\u662f\u5426\u4e5f\u96e2\u4e0d\u958bAI\u4e86\u5462\uff1f\u662f\u5426\u6709\u7a2e\u611f\u89ba\uff0c\u6709\u4e86AI\u4e4b\u5f8c\u4eba\u4eba\u90fd\u662f\u5404\u9818\u57df\u7684\u5927\u5e2b\u4e86\uff1f\u7136\u800c\uff0c\u900f\u904eAI\u7684\u5354\u52a9\u7372\u5f97\u5404\u7a2e\u77e5\u8b58\u6280\u8853\u8207\u6280\u80fd\u7684\u540c\u6642\uff0c\u81ea\u5df1\u672c\u8eab\u7684\u80fd\u529b\u662f\u5426\u4e5f\u6709\u6240\u63d0\u5347\u5462\uff1f\u7814\u7a76\u8005\u900f\u904e\u5be6\u9a57\u8207\u554f\u5377\u7684\u65b9\u5f0f\u9032\u884c\u8abf\u67e5\uff0c\u767c\u73fe\u4f7f\u7528AI\u4ee5\u5f8c\uff0c\u4eba\u5011\u5f80\u5f80\u90fd\u6703\u9ad8\u4f30\u81ea\u5df1\u7684\u80fd\u529b\uff0c\u4e5f\u5c31\u662f\u8aaa\uff0c\u900f\u904eAI\u5354\u52a9\u4eba\u5011\u53ea\u662f\u7372\u5f97\u77ed\u66ab\u89e3\u984c\u7684\u65b9\u6cd5\uff0c\u4f46\u4e26\u6c92\u6709\u771f\u6b63\u63d0\u5347\u6839\u672c\u7684\u667a\u6167\uff0c\u9019\u6216\u8a31\u4e5f\u662f\u5c07AI\u6295\u5165\u5b78\u7fd2\u73fe\u5834\u5fc5\u9808\u5c0f\u5fc3\u8b39\u614e\u7684\u539f\u56e0\u4e4b\u4e00\u3002<\/strong><\/span><\/p>\n

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

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

\u5728\u79d1\u6280\u767c\u9054\u7684\u4eca\u65e5\uff0c\u6211\u5011\u4e58\u8457AI\u4e4b\u529b\u5f97\u4ee5\u64f4\u5c55\u6211\u5011\u7684\u8a8d\u77e5\u80fd\u529b\uff0c\u63d0\u5347\u6211\u5011\u65e5\u5e38\u751f\u6d3b\u6216\u662f\u5de5\u4f5c\u4e0a\u7684\u751f\u7522\u529b\u3002\u4e0d\u904e\uff0c\u7576\u4eba\u985e\u4f7f\u7528AI\u6642\uff0c\u7a76\u7adfAI\u5982\u4f55\u5f71\u97ff\u4e86\u500b\u9ad4\u7684\u80fd\u529b\uff0c\u4e26\u4e14\u662f\u5426\u80fd\u8b93\u500b\u9ad4\u53ef\u4ee5\u52dd\u4efb\u8cc7\u8a0a\u6c7a\u7b56\u7684\u5de5\u4f5c\uff0c\u5c31\u76ee\u524d\u70ba\u6b62\uff0c\u6211\u5011\u6050\u6015\u5c0d\u65bcAI\u5728\u771f\u5be6\u4e16\u754c\u7684\u61c9\u7528\uff0c\u62b1\u6301\u8457\u592a\u904e\u65bc\u6a02\u89c0\u7684\u4fe1\u5fc3\u3002<\/p>\n

 <\/p>\n

\u4eba\u985e\u7684\u300c\u5f8c\u8a2d\u8a8d\u77e5 (metacognition)<\/strong>\u300d\u80fd\u529b<\/strong><\/span><\/h6>\n

\u300c\u5f8c\u8a2d\u8a8d\u77e5\u300d\u6307\u7684\u662f\u4eba\u5011\u53ef\u4ee5\u76e3\u63a7\u3001\u8a55\u4f30\u3001\u8abf\u7bc0\u6211\u5011\u81ea\u5df1\u7684\u8a8d\u77e5\u6b77\u7a0b\u7684\u80fd\u529b\u3002\u5728\u4eba\u667a\u4e92\u52d5 (human-AI interaction) \u7684\u60c5\u5883\u4e2d\uff0c\u5f8c\u8a2d\u8a8d\u77e5\u95dc\u6ce8\u65bc\u5169\u500b\u65b9\u5411\uff0c\u4e00\u500b\u662f\u5167\u5728\u7dda\u7d22 (internal cue)\uff0c\u4e00\u500b\u662f\u5916\u5728\u56de\u994b (feedback)\uff0c\u7576\u5916\u5728\u56de\u994b\u8b8a\u5f97\u53ca\u6642\u800c\u4e14\u4e0d\u8cbb\u5fc3\u529b\u5c31\u80fd\u53d6\u5f97\u6642\uff0c\u4eba\u5011\u5c31\u5f88\u5bb9\u6613\u7522\u751f\u300c\u77e5\u8b58\u5e7b\u89ba\u300d\uff0c\u4e5f\u5c31\u662f\u4ee5\u70ba\u81ea\u5df1\u300c\u771f\u5f97\u5f88\u61c2\u300d\u3002\u6240\u4ee5\u5728AI\u4e92\u52d5\u7684\u60c5\u5883\u4e4b\u4e0b\uff0c\u6211\u5011\u5f88\u6709\u53ef\u80fd\u5728\u8207AI\u6e9d\u901a\u7684\u904e\u7a0b\u7576\u4e2d\uff0c\u56e0\u70ba\u5f97\u5230\u4e86\u53ca\u6642\u7684\u56de\u994b\uff0c\u800c\u8b93\u81ea\u5df1\u89ba\u5f97\u81ea\u5df1\u771f\u7684\u5f88\u6709\u80fd\u529b\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8aaa\uff0c\u4e00\u822c\u4eba\u7684\u5f8c\u8a2d\u8a8d\u77e5\u6240\u8a8d\u5b9a\u7684\u81ea\u5df1\u7684\u80fd\u529b\uff0c\u53ef\u80fd\u6703\u7522\u751f\u300c\u9127\u5be7\u2013\u514b\u9b6f\u683c\u6548\u61c9 (Dunning-Kruger Effect)\u300d\uff0c\u4f4e\u80fd\u529b\u7684\u4eba\u53ef\u80fd\u6703\u9ad8\u4f30\u81ea\u5df1\uff0c\u4f46\u9ad8\u80fd\u529b\u7684\u4eba\u537b\u6703\u4f4e\u4f30\u81ea\u5df1\uff0c\u4e2d\u6587\u4e5f\u53ef\u4ee5\u7a31\u4e4b\u70ba\u300c\u4e95\u86d9\u6548\u61c9\u300d\uff0c\u4e5f\u5c31\u662f\u4e26\u4e0d\u77e5\u9053\u81ea\u5df1\u5728\u771f\u5be6\u4e16\u754c\u7576\u4e2d\u5ba2\u89c0\u800c\u8a00\u7684\u80fd\u529b\u61c9\u8a72\u5728\u4ec0\u9ebc\u6a23\u7684\u4f4d\u5b50\u4e0a\u3002\u800cFernandes\u7b49\u4eba (2026) \u6b63\u662f\u60f3\u4e86\u89e3\u4eba\u985e\u8207AI\u5728\u9032\u884c\u4e92\u52d5\u7684\u6642\u5019\uff0c\u662f\u5426\u6703\u5f71\u97ff\u5230\u4e95\u86d9\u6548\u61c9\u6240\u5e36\u4f86\u7684\u504f\u8aa4\u3002<\/p>\n

 <\/p>\n

\u4e0d\u8ad6\u662f\u4f4e\u80fd\u529b\u8005\u9084\u662f\u9ad8\u80fd\u529b\u8005\uff0c\u90fd\u4ee5\u70ba\u81ea\u5df1\u5f88\u6709\u5be6\u529b\uff1f<\/strong><\/span><\/h6>\n

Fernandes\u7b49\u4eba (2026) \u7e3d\u5171\u6536\u96c6\u4e86246\u4f4d\u5be6\u9a57\u53c3\u8207\u8005\u4f86\u53c3\u8207\u7814\u7a76\uff0c\u4ed6\u5011\u90fd\u662f\u5728\u7f8e\u570b\u7684\u82f1\u8a9e\u6bcd\u8a9e\u4f7f\u7528\u8005\uff0c\u88ab\u6307\u5b9a\u548cAI\uff08\u4f7f\u7528ChatGPT\uff09\u4e00\u8d77\u5b8c\u621020\u984c\u6cd5\u5f8b\u5b78\u9662\u5165\u5b78\u8003\u8a66\u4e2d\u7684\u908f\u8f2f\u63a8\u8ad6\u984c\u76ee\u3002\u5728\u7814\u7a76\u8005\u63d0\u4f9b\u7684\u5be6\u9a57\u6e2c\u8a66\u756b\u9762\u4e2d\uff0c\u4ed6\u5011\u53ef\u4ee5\u4e00\u908a\u4f7f\u7528ChatGPT\u4e00\u908a\u9032\u884c\u7b54\u984c\uff0c\u6c92\u6709\u9650\u5236\u8207ChatGPT\u8981\u9032\u884c\u591a\u5c11\u5c0d\u8a71\uff0c\u4e26\u4e14\u572820\u984c\u4f5c\u7b54\u5b8c\u6210\u4ea4\u5377\u4e4b\u5f8c\uff0c\u9700\u8981\u5b8c\u6210\u7814\u7a76\u8005\u6240\u63d0\u4f9b\u7684\u95dc\u65bc\u81ea\u6211\u80fd\u529b\u3001\u79d1\u6280\u61c9\u7528\u80fd\u529b\u7684\u76f8\u95dc\u8a55\u4f30\u8207\u6e2c\u9a57\u554f\u5377\u3002<\/p>\n

\u53d6\u5f97\u9019246\u4f4d\u7684\u4e92\u52d5\u7d50\u679c\u4e4b\u5f8c\uff0cFernandes\u7b49\u4eba (2026) \u5c07\u7d50\u679c\u8207\u904e\u5f80\u67093543\u4f4d\u6a23\u672c\u7684\u975eAI\u4e92\u52d5\u7684\u771f\u4eba\u7d50\u679c\u9032\u884c\u6bd4\u5c0d\u3002\u7e3d\u9ad4\u800c\u8a00\uff0c\u4f7f\u7528AI\u4e92\u52d5\u7684\u5b78\u7fd2\u8005\uff0c\u4ee5\u5b78\u7fd2\u8868\u73fe\u800c\u8a00\uff0c\u78ba\u5be6\u62ff\u5230\u4e86\u6c92\u6709\u4f7f\u7528\u7684\u7fa4\u9ad4\u9084\u66f4\u597d\u7684\u6210\u679c\u3002\u4e0d\u904e\uff0c\u4e0d\u8ad6\u662fAI\u4e92\u52d5\u7684\u5b78\u7fd2\u8005\uff0c\u9084\u662f\u6c92\u6709\u4f7f\u7528AI\u7684\u5b78\u7fd2\u8005\uff0c\u90fd\u6703\u6709\u300c\u904e\u5ea6\u9ad8\u4f30\u300d\u81ea\u5df1\u5be6\u529b\u7684\u72c0\u6cc1\u3002\u7136\u800c\uff0c\u6709\u8da3\u7684\u662f\uff0c\u4f7f\u7528AI\u7684\u7fa4\u9ad4\uff0c\u4e0d\u8ad6\u5be6\u969b\u7684\u7a0b\u5ea6\u9ad8\u4f4e\uff0c\u90fd\u6703\u9ad8\u4f30\u81ea\u5df1\u7684\u5be6\u529b\uff1b\u4f46\u662f\uff0c\u6c92\u6709\u4f7f\u7528AI\u7684\u7fa4\u9ad4\uff0c\u537b\u6703\u51fa\u73fe\u300c\u9127\u5be7\u2013\u514b\u9b6f\u683c\u6548\u61c9\u300d\u2014\u2014\u6210\u7e3e\u8f03\u5dee\u7684\u5b78\u751f\u7fa4\uff0c\u9ad8\u4f30\u81ea\u5df1\u5be6\u529b\u7684\u73fe\u8c61\u8f03\u56b4\u91cd\uff0c\u800c\u6210\u7e3e\u8f03\u9ad8\u7684\u5b78\u751f\u7fa4\uff0c\u53cd\u800c\u6709\u9ede\u4f4e\u4f30\u81ea\u5df1\u3002<\/p>\n

 <\/p>\n

\u8207AI<\/strong>\u5c0d\u8a71\u5f88\u6dfa\u5c64\uff0c\u4e5f\u78ba\u5be6\u5f71\u97ff\u4e86\u5b78\u7fd2\u8005\u5c0d\u81ea\u6211\u5b78\u7fd2\u6548\u679c\u7684\u8a55\u4f30<\/strong><\/span><\/h6>\n

\u53e6\u4e00\u65b9\u9762\uff0cFernandes\u7b49\u4eba (2026) \u4e5f\u7d71\u8a08\u4e86\u4e00\u500b\u6578\u5b57\uff0c\u4e5f\u5c31\u662f\u5927\u90e8\u5206\u7684\u4f7f\u7528\u8005\u8207AI\u5c0d\u8a71\u7684\u8f2a\u6578\u3002\u5728\u540c\u4e00\u500b\u554f\u984c\u4e0a\uff0c\u5927\u7d0446%\u7684\u4f7f\u7528\u8005\u53ea\u6703\u5411ChatGPT\u8a62\u554f1\u6b21\u554f\u984c\uff1b\u82e5\u662f\u52a0\u4e0a\u8a62\u554f2\u6b21\u554f\u984c\u7684\u4f7f\u7528\u8005\uff0c\u7e3d\u5171\u5360\u4e86\u8d85\u904e8\u6210\u3002\u65bc\u662f\uff0c\u7814\u7a76\u8005\u4e5f\u61f7\u7591\uff0c\u5927\u591a\u6578\u7684\u4eba\u50c5\u50c5\u4f7f\u7528AI\u9032\u884c\u975e\u5e38\u6dfa\u5c64\u7684\u554f\u7b54\uff0c\u800c\u4e14\u5728\u9032\u884c\u8a62\u554f\u4e4b\u5f8c\u4e26\u6c92\u6709\u9032\u884c\u53cd\u601d\uff0c\u800c\u662f\u76f4\u63a5\u672a\u7d93\u53cd\u601d\u5c31\u8907\u88fd\u8cbc\u4e0a\u7b54\u6848\u3002<\/p>\n

\u56e0\u6b64\uff0cFernandes\u7b49\u4eba (2026) \u53c8\u9032\u884c\u4e86\u7b2c\u4e8c\u7cfb\u5217\u7684\u7814\u7a76\uff0c\u70ba\u4e86\u63d0\u5347\u53c3\u8207\u8005\u7684\u52d5\u6a5f\uff0c\u6240\u4ee5\u52a0\u5165\u4e86\u734e\u52f5\u6a5f\u5236\uff0c\u540c\u6a23\u9032\u884c\u6cd5\u5f8b\u5b78\u9662\u7684\u908f\u8f2f\u63a8\u8ad6\u984c\u76ee\uff0c\u4f46\u662f\u4e8b\u5148\u544a\u77e5\u53c3\u8207\u8005\uff0c\u5c07\u6703\u4f9d\u7167\u554f\u984c\u56de\u7b54\u7684\u6b63\u78ba\u7387\u63d0\u4f9b\u76f8\u61c9\u7684\u5c11\u984d\u5831\u916c\u3002\u5728\u9019\u4e00\u8f2a\u7684\u7814\u7a76\u4e2d\uff0c\u7e3d\u5171\u6536\u96c6\u4e86245\u4f4d\u8207AI\u4e92\u52d5\u7684\u53c3\u8207\u8005\uff0c\u4ee5\u53ca207\u4f4d\u6c92\u6709\u548cAI\u4e92\u52d5\u7684\u53c3\u8207\u8005\u3002<\/p>\n

\u7d50\u679c\u767c\u73fe\uff0c\u6574\u9ad4\u800c\u8a00\uff0c\u4f7f\u7528AI\u7684\u53c3\u8207\u8005\u5e73\u5747\u5f97\u5206\u9ad8\u65bc\u6c92\u6709\u4f7f\u7528AI\u7684\u53c3\u8207\u8005\u3002\u4f46\u662f\uff0c\u82e5\u8003\u616e\u5230\u300c\u5f8c\u8a2d\u8a8d\u77e5\u300d\uff0c\u4f7f\u7528AI\u7684\u53c3\u8207\u8005\u78ba\u5be6\u6703\u7522\u751f\u82e5\u5e72\u504f\u8aa4\uff0c\u5118\u7ba1\u4e0d\u8ad6\u4f4e\u80fd\u529b\u8005\u9084\u662f\u9ad8\u80fd\u529b\u8005\u90fd\u6703\u9ad8\u4f30\u81ea\u5df1\u7684\u5be6\u529b\uff0c\u4f46\u662f\u9ad8\u80fd\u529b\u8005\u9ad8\u4f30\u81ea\u5df1\u5be6\u529b\u7684\u5e45\u5ea6\uff0c\u53c8\u6bd4\u6c92\u6709\u4f7f\u7528AI\u7684\u53c3\u8207\u8005\u9084\u9ad8\u3002<\/p>\n

\u7e3d\u7d50\u800c\u8a00\uff0cFernandes\u7b49\u4eba (2026) \u6307\u51fa\uff0c\u7814\u7a76\u8aaa\u660e\u4e86\u70ba\u4f55AI\u4f7f\u7528\u8207\u4e0d\u826f\u7684\u5b78\u7fd2\u7d50\u679c\u6709\u95dc\uff0c\u4f7f\u7528\u8005\u5f80\u5f80\u904e\u65bc\u6a02\u89c0\uff0c\u4e26\u6c92\u6709\u8fa6\u6cd5\u78ba\u5be6\u5730\u89ba\u5bdf\u81ea\u5df1\u7684\u8868\u73fe\u8207\u5be6\u969b\u7684\u5dee\u8ddd\u3002\u800c\u4f7f\u7528AI\u7684\u904e\u5ea6\u4f9d\u8cf4\u6216\u904e\u5ea6\u4fe1\u4efb\uff0c\u4e5f\u6703\u963b\u7919\u4e86\u4f7f\u7528\u8005\u53cd\u601d\u81ea\u5df1\u5be6\u529b\u7684\u80fd\u529b\u3002\u4e0d\u904e\uff0c\u7531\u65bc\u7814\u7a76\u4f7f\u7528\u7684\u662f\u908f\u8f2f\u63a8\u8ad6\u80fd\u529b\uff0c\u5f88\u6709\u53ef\u80fd\u4f7f\u7528\u8005\u672c\u8eab\u5c0d\u65bc\u9019\u985e\u578b\u7684\u984c\u76ee\u5c31\u8f03\u70ba\u50be\u5411\u65bc\u63a1\u53d6AI\u6240\u63d0\u4f9b\u7684\u898b\u89e3\u3002\u56e0\u6b64\uff0c\u4e5f\u53ef\u80fd\u9019\u9805\u7814\u7a76\u7d50\u679c\u4e26\u4e0d\u9069\u7528\u65bc\u5176\u4ed6\u985e\u578b\u7684\u5b78\u7fd2\u4efb\u52d9\u3002\u6b64\u5916\uff0c\u7531\u65bc\u7814\u7a76\u4e2d\u767c\u73fe\u5927\u90e8\u5206\u7684\u4f7f\u7528\u8005\u53ea\u6703\u8a62\u554fChatGPT\u4e00\u6b21\u554f\u984c\uff0c\u4f46\u73fe\u5be6\u61c9\u7528\u6642\uff0c\u61c9\u8a72\u6703\u6d89\u53ca\u591a\u8f2a\u7684\u5c0d\u8a71\uff0c\u7406\u8ad6\u4e0a\u800c\u8a00\uff0c\u61c9\u8a72\u4e5f\u6703\u96a8\u8457\u4e92\u52d5\u7a0b\u5ea6\u7684\u4e0d\u540c\u800c\u5f71\u97ff\u5230\u5b78\u7fd2\u6548\u679c\u3002<\/p>\n

 <\/p>\n

\n

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

    \n
  1. Fernandes, D., Villa, S., Nicholls, S., Haavisto, O., Buschek, D., Schmidt, A., Kosch, T., Shen, C., & Welsch, R. (2026). AI makes you smarter but none the wiser: The disconnect between performance and metacognition. Computers in Human Behavior<\/em>, 175<\/em>, 108779.<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

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