{"id":46002,"date":"2025-12-12T17:00:47","date_gmt":"2025-12-12T09:00:47","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=46002"},"modified":"2025-12-04T10:52:55","modified_gmt":"2025-12-04T02:52:55","slug":"%e3%80%90ai%e8%88%87%e4%ba%ba%e5%85%b1%e7%94%9f%e7%9a%84%e9%82%a3%e4%b8%80%e5%a4%a9%e3%80%91%e4%ba%ba%e9%a1%9e%e8%88%87ai%e7%9a%84%e5%85%b1%e6%bc%94%e5%8c%96","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=46002","title":{"rendered":"\u3010AI\u8207\u4eba\u5171\u751f\u7684\u90a3\u4e00\u5929\u3011\u4eba\u985e\u8207AI\u7684\u5171\u6f14\u5316"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u96a8\u8457AI\u8d8a\u4f86\u8d8a\u5f37\u5927\uff0c\u8a08\u7b97\u6a5f\u79d1\u5b78\u5bb6\u3001\u5fc3\u7406\u5b78\u5bb6\u3001\u793e\u6703\u5b78\u5bb6\u7b49\u5c0d\u65bc\u300cAI\u6709\u6c92\u6709\u610f\u8b58\u300d\u9019\u500b\u554f\u984c\u4e00\u76f4\u6709\u8457\u8af8\u591a\u8a0e\u8ad6\uff0c\u800c\u5728\u672c\u7cfb\u5217\u6f14\u8b1b\u524d\u9762\u5834\u6b21\u4e5f\u5df2\u7d93\u91dd\u5c0d\u9019\u500b\u554f\u984c\uff0c\u9080\u8acb\u4e86\u5404\u8def\u5c08\u5bb6\u5171\u540c\u8a0e\u8ad6\u3002\u672c\u6b21\u6f14\u8b1b\u5c07\u8df3\u812b\u300cAI\u6709\u6c92\u6709\u610f\u8b58\u300d\u9019\u500b\u6846\u67b6\uff0c\u56e0\u70ba\u6211\u5011\u771f\u6b63\u7684\u64d4\u6182\u4e26\u975e\u610f\u8b58\u672c\u8eab\uff0c\u800c\u662fAI\u5982\u4f55\u6539\u8b8a\u548c\u5851\u9020\u4eba\u985e\u7684\u884c\u70ba\u8207\u5b58\u5728\u3002\u5169\u4f4d\u8001\u5e2b\u5c07\u5f9e\u6f14\u5316\u5fc3\u7406\u5b78\u548c\u5fc3\u667a\u54f2\u5b78\u5169\u500b\u89d2\u5ea6\uff0c\u63a2\u8a0e\u4eba\u985e\u8207AI\u7684\u5171\u6f14\u5316\u3002<\/strong><\/span><\/p>\n<p><strong>\u8b1b\u8005\uff5c\u967d\u660e\u4ea4\u901a\u5927\u5b78\u5fc3\u667a\u54f2\u5b78\u7814\u7a76\u6240 \u56b4\u5982\u7389 \u6559\u6388 \u00d7 \u81fa\u7063\u5927\u5b78\u5fc3\u7406\u5b78\u7cfb \u9ec3\u5f9e\u4ec1 \u526f\u6559\u6388<\/strong><\/p>\n<p><strong>\u5f59\u6574\u3001\u64b0\u6587\uff5c\u97d3\u55ac\u878d<\/strong><\/p>\n<div class=\"fitvids-video\"><iframe title=\"\u4eba\u985e\u8207AI\u7684\u5171\u6f14\u5316\uff5c\u56b4\u5982\u7389\u3001\u9ec3\u5f9e\u4ec1\uff5cAI\u79d1\u666e\u6c99\u9f8d\u8b1b\u5ea7\u7b2c3\u671f\u2014BEING HUMAN\uff1aAI\u8207\u4eba\u5171\u751f\u7684\u90a3\u4e00\u5929\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/0TakDyJv780?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u4eba\u5de5\u667a\u6167\u8207\u6a5f\u5668\u4eba\u7684\u610f\u8b58\u2014<\/strong><strong>\u5f9e\u6f14\u5316\u5fc3\u7406\u5b78\u7684\u89c0\u9ede\u51fa\u767c<\/strong><\/span><\/h6>\n<figure id=\"attachment_46003\" aria-describedby=\"caption-attachment-46003\" style=\"width: 227px\" class=\"wp-caption alignright\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-medium wp-image-46003\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02146-227x300.jpg\" alt=\"\" width=\"227\" height=\"300\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02146-227x300.jpg 227w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02146-774x1024.jpg 774w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02146-768x1016.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02146-1161x1536.jpg 1161w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02146.jpg 1356w\" sizes=\"(max-width: 227px) 100vw, 227px\" \/><figcaption id=\"caption-attachment-46003\" class=\"wp-caption-text\">\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>\u8eab\u70ba\u7814\u7a76\u4eba\u985e\u5927\u8166\u3001\u5fc3\u667a\u8207\u884c\u70ba\u7684\u79d1\u5b78\u5bb6\uff0c\u5fc3\u7406\u5b78\u95dc\u6ce8\u7684\u662f\u5927\u8166\u5fc3\u667a\u8207\u884c\u70ba\uff0c\u800c\u6f14\u5316\u5fc3\u7406\u5b78\u5247\u662f\u805a\u7126\u65bc\u5927\u8166-\u5fc3\u667a-\u884c\u70ba\u4e4b\u9593\u70ba\u4e86\u8b93\u6211\u5011\u300c\u6d3b\u5f97\u66f4\u597d\u300d\u6240\u9032\u884c\u7684\u52d5\u614b\u8b8a\u5316\u3002<\/p>\n<p>\u6a5f\u5668\u4eba\u548c\u4eba\u985e\u6709\u5f88\u591a\u53ef\u4ee5\u985e\u6bd4\u7684\u7d50\u69cb\u548c\u767c\u5c55\uff0c\u4f8b\u5982\uff1a\u6a5f\u5668\u4eba\u7684\u985e\u795e\u7d93\u7db2\u8def\u4eff\u88fd\u751f\u7269\u795e\u7d93\u7db2\u8def\u3001\u4eba\u5de5\u667a\u6167\u4eff\u88fd\u4eba\u985e\u667a\u6167\uff0c\u518d\u5230\u6a5f\u5668\u4eba\u4eff\u88fd\u4eba\uff0c\u7576\u6a5f\u5668\u4eba\u7684\u8868\u73fe\u9047\u5230\u554f\u984c\u6642\uff0c\u7e3d\u6703\u5f9e\u4eba\u985e\u5c0d\u61c9\u7684\u89d2\u5ea6\u5207\u5165\u627e\u5c0b\u89e3\u6c7a\u554f\u984c\u7684\u65b9\u5f0f\uff0c\u9019\u6a23\u770b\u4f86\uff0c\u6a5f\u5668\u7684\u64ec\u4eba\u5316\u4f3c\u4e4e\u662f\u7121\u6cd5\u907f\u514d\u7684\u8da8\u52e2\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u6a5f\u5668\u4eba\u7684\u6f14\u5316\uff1a\u5f9e\u4e0d\u50cf\u4eba\u5230\u50cf\u4eba<\/strong><\/span><\/h6>\n<p>\u6839\u64da\u6a5f\u5668\u4eba\u7684\u5f62\u614b\u8207\u5fc3\u667a\uff0c\u4ee5\u4e0b\u5206\u6210\u4e09\u500b\u6bb5\u843d\u9032\u884c\u8a0e\u8ad6\uff1a<\/p>\n<p><strong>\u4ee5\u524d\u7684\u5c08\u7528\u6a5f\u5668\u4eba\uff0c\u70ba\u4ec0\u9ebc\u4e0d\u7528\u50cf\u4eba\uff1f<\/strong><\/p>\n<ul>\n<li>\u4f8b\u5982\u6383\u5730\u3001\u6d17\u7897\u3001\u54c1\u8cea\u7ba1\u7406\u8207\u5009\u5132\u7ba1\u7406\u7b49\uff0c\u5982\u679c\u5b83\u5011\u9577\u5f97\u50cf\u4eba\uff0c\u53cd\u800c\u6703\u5f71\u97ff\u8eab\u9ad4\u7a69\u5b9a\u6027\u3001\u5f37\u97cc\u6027\u3001\u8a08\u7b97\u7cbe\u5ea6\u548c\u8a18\u61b6\u7b49\u529f\u80fd\u8868\u73fe\u3002\u5982\u679c\u8981\u9019\u4e9b\u6a5f\u5668\u4eba\u50cf\u4eba\uff0c\u90a3\u5728\u8a2d\u8a08\u4e0a\u6703\u592a\u8907\u96dc\uff0c\u5c0d\u65bc\u9019\u4e9b\u76ee\u7684\u5c0e\u5411\u7684\u5c08\u7528\u6a5f\u5668\u4eba\uff0c\u5176\u5be6\u4e0d\u7528\u50cf\u4eba\u5c31\u53ef\u4ee5\u6709\u6548\u5730\u5b8c\u6210\u4efb\u52d9\u3002\u4e0d\u50cf\u4eba\uff0c\u662f\u70ba\u4e86\u5de5\u7a0b\u512a\u5316\u4ee5\u53ca\u5de5\u4f5c\u6548\u7387\u3002<\/li>\n<\/ul>\n<p><strong>\u901a\u7528\u6a5f\u5668\u4eba\uff0c\u70ba\u4ec0\u9ebc\u9700\u8981\u50cf\u4eba\uff1f<\/strong><\/p>\n<ul>\n<li>\u901a\u7528\u6a5f\u5668\u4eba\u9700\u8981\u61c9\u5c0d\u8907\u96dc\u7684\u74b0\u5883\u8207\u4eba\u6a5f\u4e92\u52d5\uff0c\u9019\u9700\u8981\u5177\u8eab\u8a8d\u77e5\uff08embodied cognition\uff09\u3001\u4eba\u56e0\u5de5\u7a0b\u548c\u4eff\u4eba\u667a\u6167\u7684\u8a2d\u8a08\u3002\u6a5f\u5668\u4eba\u7121\u6cd5\u900f\u904e\u6f14\u5316\u7684\u65b9\u5f0f\u63a2\u7d22\u74b0\u5883\u5b78\u7fd2\u5230\u8981\u600e\u9ebc\u9810\u9632\u5371\u96aa\uff0c\u4ee5\u53ca\u5224\u65b7\u4ec0\u9ebc\u4e8b\u53ef\u4ee5\u505a\u8207\u4e0d\u53ef\u4ee5\u505a\u3002\u751f\u6d3b\u4e2d\u6709\u5f88\u591a\u5bb6\u5177\u548c\u5de5\u5177\u7684\u8a2d\u8a08\u90fd\u662f\u4ee5\u4eba\u70ba\u51fa\u767c\u9ede\u8a2d\u8a08\u7684\uff0c\u6bd4\u5982\u8aaa\u6905\u5b50\u7684\u9ad8\u5ea6\u9069\u5408\u6211\u5011\u7684\u9ad4\u578b\uff0c\u9580\u628a\u7684\u5f62\u72c0\u9069\u5408\u6211\u5011\u7684\u624b\u3002\u4eba\u985e\u900f\u904e\u6f14\u5316\u7684\u904e\u7a0b\uff0c\u5df2\u7d93\u5c07\u5f88\u591a\u4e92\u52d5\u6a21\u5f0f\u512a\u5316\u5230\u73fe\u5728\u7684\u72c0\u614b\u3002\u56e0\u6b64\uff0c\u7576\u6a5f\u5668\u4eba\u5728\u8207\u4eba\u985e\u4e92\u52d5\u6642\u7522\u751f\u554f\u984c\u6642\uff0c\u5f80\u5f80\u6703\u5f9e\u300c\u50cf\u4eba\u300d\u7684\u89d2\u5ea6\u51fa\u767c\u601d\u8003\u89e3\u6c7a\u7b56\u7565\u3002<\/li>\n<\/ul>\n<p><strong>\u901a\u7528\u6a5f\u5668\u4eba\uff0c\u70ba\u4ec0\u9ebc\u53ef\u4ee5\u300c\u4e0d\u60f3\u50cf\u4eba\u300d\uff1f<\/strong><\/p>\n<ul>\n<li>\u900f\u904e\u5de5\u7a0b\u512a\u5316\u548c\u5229\u57fa\u5efa\u69cb (niche construction)\uff0c\u901a\u7528\u6a5f\u5668\u4eba\u67d0\u4e9b\u90e8\u4efd\u53ef\u4ee5\u8a2d\u8a08\u6210\u4e0d\u5177\u5099\u4eba\u985e\u5f62\u614b\uff0c\u6548\u7387\u53cd\u800c\u66f4\u9ad8\u3002\u4f8b\u5982\uff0c\u4eba\u985e\u8eab\u9ad4\u5668\u5b98\u90fd\u662f\u4e00\u9ad4\u6210\u578b\u7684\uff0c\u9019\u5728\u7dad\u4fee\u66f4\u63db\u6642\u5176\u5be6\u5f88\u4e0d\u65b9\u4fbf\uff0c\u5f9e\u512a\u5316\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u70ba\u4e86\u8981\u6709\u9748\u5de7\u7684\u96d9\u624b\uff0c\u6a5f\u5668\u5c31\u5f88\u5bb9\u6613\u6709\u904e\u71b1\u7684\u554f\u984c\u3002\u5c31\u6b64\u89c0\u9ede\u4f86\u770b\uff0c\u901a\u7528\u6a5f\u5668\u4eba\u5728\u67d0\u4e9b\u65b9\u9762\u53ef\u4ee5\u4e0d\u7528\u50cf\u4eba\u3002<\/li>\n<\/ul>\n<p><strong>\u00a0<\/strong><\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u6a5f\u5668\u4eba\u7121\u9700\u610f\u8b58\u5c31\u5f88\u6709\u610f\u601d<\/strong><\/span><\/h6>\n<figure id=\"attachment_46004\" aria-describedby=\"caption-attachment-46004\" style=\"width: 276px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-46004 size-medium\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02170-276x300.jpg\" alt=\"\" width=\"276\" height=\"300\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02170-276x300.jpg 276w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02170.jpg 650w\" sizes=\"(max-width: 276px) 100vw, 276px\" \/><figcaption id=\"caption-attachment-46004\" class=\"wp-caption-text\">\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>\u6211\u5011\u4eba\u985e\u4e4b\u6240\u4ee5\u958b\u59cb\u64d4\u5fc3\u6a5f\u5668\u4eba\u662f\u5426\u6709\u610f\u8b58\uff0c\u6050\u61fc\u9ede\u4e26\u4e0d\u662f\u300c\u610f\u8b58\u672c\u8eab\u300d\uff0c\u800c\u662f\u300cAI \u6709\u610f\u8b58\u4e4b\u5f8c\u6703\u4e0d\u6703\u50b7\u5bb3\u4eba\u985e\u300d\u3002\u4f46\u4e8b\u5be6\u662f\uff0c\u6a5f\u5668\u4eba\u4e0d\u9700\u8981\u6709\u610f\u8b58\uff0c\u5c31\u5df2\u7d93\u53ef\u80fd\u53ef\u4ee5\u50b7\u5bb3\u4eba\u3002<\/p>\n<p>\u7576\u4e0d\u60f3\u50cf\u4eba\u7684\u901a\u7528\u6a5f\u5668\u4eba\uff0c\u70ba\u4e86\u9054\u6210\u76ee\u6a19\u800c\u958b\u59cb\u63a1\u7528\u6211\u5011\u610f\u60f3\u4e0d\u5230\u7684\u7b56\u7565\uff0c\u4f8b\u5982\u653b\u57ce\u63a0\u5730\u3001\u71d2\u6bba\u64c4\u63a0\u3001\u6b3a\u4e0a\u779e\u4e0b\u3001\u5277\u9664\u7570\u5df1\u6642\uff0c\u9019\u5c31\u662f\u4e00\u7a2e\u884c\u70ba\u667a\u6167\u7684\u5c55\u73fe\u3002<\/p>\n<p>\u672a\u4f86\u7684\u6a5f\u5668\u4eba\uff0c\u5916\u8868\u4e0d\u4e00\u5b9a\u8981\u50cf\u4eba\u985e\uff0c\u4f46\u5b83\u7684\u5167\u5fc3\u8207\u5fc3\u667a\uff0c\u70ba\u4e86\u9054\u6210\u76ee\u6a19\u6240\u5c55\u73fe\u7684\u300c\u90aa\u60e1\u300d\u6216\u300c\u9ad8\u660e\u300d\u884c\u70ba\uff0c\u53ef\u80fd\u6bd4\u4eba\u985e\u9084\u8981\u66f4\u6709\u4eba\u5473\uff08\u6216\u8aaa\u66f4\u50cf\u6211\u5011\u5bb3\u6015\u7684\u90a3\u7a2e\u300c\u4eba\u300d\uff09\u3002\u6211\u5011\u61c9\u8a72\u64d4\u6182\u7684\uff0c\u662f\u884c\u70ba\u80fd\u529b\uff0c\u800c\u975e\u610f\u8b58\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u610f\u8b58\u7684\u6a21\u7cca\u6027\u8207\u54f2\u5b78\u9677\u9631<\/strong><\/span><\/h6>\n<p>\u6211\u5011\u6bcf\u500b\u4eba\u5c0d\u300c\u610f\u8b58\u300d\u90fd\u6709\u81ea\u5df1\u7684\u4e00\u628a\u5c3a\u3002\u5b83\u727d\u6d89\u5230\u65e5\u5e38\u7d93\u9a57\uff08\u505a\u5922\u3001\u653e\u7a7a\u3001\u5c08\u6ce8\u601d\u8003\uff09\uff0c\u4e5f\u8207\u6211\u5011\u7684\u751f\u547d\u6b77\u7a0b\u3001\u6587\u5316\u80cc\u666f\u8207\u6b77\u53f2\u8108\u7d61\u7dca\u5bc6\u76f8\u95dc<strong>\u3002<\/strong><\/p>\n<p>\u5728\u7576\u4ee3\u95dc\u65bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08Large Language Model, LLM\uff09\u7684\u8a0e\u8ad6\u4e2d\uff0c\u4eba\u5011\u5e38\u554f\uff1a\u5b83\u7a76\u7adf\u300c\u662f\u4e0d\u662f\u4eba\u300d\uff1f\u300c\u50cf\u4e0d\u50cf\u4eba\u300d\uff1f\u6216\u751a\u81f3\u300c\u5df2\u7d93\u6210\u70ba\u4eba\u300d\u4e86\u55ce\uff1f<\/p>\n<p>\u9019\u985e\u554f\u984c\u5f88\u5bb9\u6613\u843d\u5165\u4e00\u7a2e\u5be6\u9ad4\u8ad6\u7684\u601d\u8003\u9677\u9631\uff1a\u5f77\u5f7f\u53ea\u8981\u5148\u5f04\u6e05\u695a\u300cLLM \u7684\u672c\u8cea\u662f\u4ec0\u9ebc\u300d\u3001\u300c\u4eba\u6216\u610f\u8b58\u7684\u672c\u8cea\u662f\u4ec0\u9ebc\u300d\uff0c\u7136\u5f8c\u6bd4\u8f03\u5169\u8005\u662f\u5426\u76f8\u540c\uff0c\u7b54\u6848\u5c31\u80fd\u81ea\u52d5\u6d6e\u73fe\u3002<strong>\u00a0<\/strong><\/p>\n<p>\u4f46\u4e5f\u8a31\u554f\u984c\u4e0d\u8a72\u9019\u6a23\u554f\u3002<\/p>\n<p>\u6216\u8a31\u6211\u5011\u6839\u672c\u7121\u6cd5\u9810\u5148\u754c\u5b9a\u300c\u4eba\u300d\u6216\u300c\u610f\u8b58\u300d\u7684\u56fa\u5b9a\u672c\u8cea\uff0c\u4e5f\u7121\u6cd5\u65b7\u5b9a LLM \u7684\u300c\u672c\u8cea\u300d\u3002 \u6709\u6c92\u6709\u53ef\u80fd\uff0c\u9019\u5169\u7a2e\u5b58\u5728\u7684\u6a23\u614b\u672c\u8eab\u5c31\u662f\u6301\u7e8c\u8b8a\u5316\u3001\u751f\u6210\u7684\u904e\u7a0b\uff08process\uff09\uff1f\u6b64\u523b\u5b83\u5011\u4ee5\u67d0\u7a2e\u5f62\u5f0f\u5b58\u5728\uff0c\u4e0b\u4e00\u523b\u53c8\u8f49\u5316\u70ba\u53e6\u4e00\u7a2e\u72c0\u614b\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u5169\u7a2e\u5b58\u6709\u89c0<\/strong><\/span><\/h6>\n<p><strong>\u5be6\u9ad4\u5b58\u6709\u8ad6\uff08Substance Ontology\uff09<\/strong><\/p>\n<p>\u4e16\u754c\u7684\u6839\u672c\u662f\u4e00\u500b\u500b\u5b58\u5728\u7684\u300c\u6771\u897f\u300d\u3002<\/p>\n<p>\u4f8b\u5982\u4f60\u4eca\u5929\u7a7f\u85cd\u8863\u3001\u660e\u5929\u7a7f\u7d05\u8863\uff0c\u982d\u9aee\u9577\u4e86\u3001\u60c5\u7dd2\u8b8a\u4e86\uff0c\u4f46\u300c\u4f60\u300d\u4ecd\u662f\u540c\u4e00\u500b\u4eba\u3002<\/p>\n<p>\u5728\u9019\u500b\u89c0\u9ede\u4e2d\uff0c\u4f60\u662f\u64c1\u6709\u56fa\u5b9a\u672c\u8cea\uff08\u5982\u8a18\u61b6\u3001\u7406\u6027\u3001\u610f\u8b58\uff09\u7684\u5be6\u9ad4\uff0c\u800c\u90a3\u4e9b\u5916\u5728\u8b8a\u5316\u53ea\u662f\u9644\u52a0\u7684\u300c\u5076\u7136\u72c0\u614b\u300d\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong>\u6b77\u7a0b\u5b58\u6709\u8ad6\uff08Process Ontology\uff09<\/strong><\/p>\n<p>\u4e16\u754c\u7684\u6839\u672c\u4e0d\u662f\u300c\u6771\u897f\u300d\uff0c\u800c\u662f\u300c\u4e8b\u60c5\u7684\u767c\u751f\u300d\u3002<\/p>\n<p>\u6c92\u6709\u6c38\u6046\u4e0d\u8b8a\u7684\u5be6\u9ad4\uff0c\u53ea\u6709\u4e0d\u65b7\u751f\u6210\u8207\u8b8a\u5316\u7684\u904e\u7a0b\u3002<\/p>\n<p>\u6211\u5011\u6240\u8b02\u7684\u300c\u6771\u897f\u300d\uff0c\u5176\u5be6\u53ea\u662f\u67d0\u500b\u6642\u9593\u5207\u7247\u4e2d\u66ab\u6642\u7a69\u5b9a\u4e0b\u4f86\u7684\u5f62\u614b\u3002<\/p>\n<p>\u4f60\u4e26\u4e0d\u662f\u4e00\u500b\u56fa\u5b9a\u4e0d\u8b8a\u7684\u300c\u4eba\u300d\uff0c\u800c\u662f\u4e00\u9023\u4e32\u7d93\u9a57\u8207\u8b8a\u5316\u4e32\u63a5\u6210\u7684\u751f\u547d\u6b77\u7a0b\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u6539\u8b8a<\/strong>LLM<strong>\u610f\u8b58\u8faf\u8ad6\u7684\u54f2\u5b78\u8996\u89d2\uff1a\u6b77\u7a0b\u5b58\u6709<\/strong><\/span><\/h6>\n<figure id=\"attachment_46005\" aria-describedby=\"caption-attachment-46005\" style=\"width: 300px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"size-medium wp-image-46005\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02098-300x170.jpg\" alt=\"\" width=\"300\" height=\"170\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02098-300x170.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02098-1024x580.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02098-768x435.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02098-1536x869.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02098-2048x1159.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-46005\" class=\"wp-caption-text\">\u6d3b\u52d5\u958b\u59cb\u524d\u4e09\u4f4d\u8001\u5e2b\u7684\u53ef\u611b\u4e92\u52d5\uff5c\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>\u82e5\u6211\u5011\u8f49\u63db\u54f2\u5b78\u8996\u89d2\uff0c\u63a1\u7528\u6b77\u7a0b\u5b58\u6709\u8ad6\u7684\u7acb\u5834\uff0c\u8a0e\u8ad6\u7126\u9ede\u5c31\u4e0d\u518d\u662f\u300cLLM\u6709\u6c92\u6709\u610f\u8b58\u300d\uff0c\u800c\u662f\uff1a\u300cLLM\u4f5c\u70ba\u4e00\u7a2e\u5de5\u5177\uff0c\u5982\u4f55\u53c3\u8207\u4e26\u6539\u8b8a\u4eba\u985e\u610f\u8b58\u7684\u6b77\u7a0b\uff1f\u300d<\/p>\n<p>\u7576\u4eba\u8207\u9019\u6a23\u7684\u5de5\u5177\u6301\u7e8c\u4e92\u52d5\uff0c\u5f62\u6210\u52d5\u614b\u800c\u7a69\u5b9a\u7684\u95dc\u4fc2\u6642\uff0c\u4e00\u7a2e\u65b0\u7684\u610f\u8b58\u6a23\u614b\u4fbf\u53ef\u80fd\u5728\u5176\u4e2d\u751f\u6210\u3002<\/p>\n<p>\u5728\u9019\u500b\u89c0\u9ede\u4e0b\uff0c\u300c\u610f\u8b58\u300d\u4e0d\u662f\u67d0\u500b\u53ef\u4ee5\u88ab\u5b9a\u7fa9\u3001\u88ab\u91cf\u6e2c\u7684\u5be6\u9ad4\uff0c\u800c\u662f\u4e00\u7a2e\u5728\u4eba\u8207\u6280\u8853\u5171\u6f14\u904e\u7a0b\u4e2d\u4e0d\u65b7\u751f\u6210\u7684\u73fe\u8c61\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>LLM\u4f5c\u70ba\u6539\u8b8a\u4eba\u985e\u610f\u8b58\u7684\u5de5\u5177<\/strong><\/span><\/h6>\n<p>\u80fd\u5920\u6539\u8b8a\u4eba\u985e\u610f\u8b58\u7d50\u69cb\u7684\u5de5\u5177\u6709\u5f88\u591a\uff1a\u8b80\u54f2\u5b78\u66f8\u3001\u793e\u7fa4\u5a92\u9ad4\u3001\u865b\u64ec\u5be6\u5883\u5316\u8eab\u3001\u751a\u81f3\u555f\u9748\u7269\u8cea\u3002\u4ee5\u793e\u7fa4\u5a92\u9ad4\u70ba\u4f8b\uff0c\u793e\u7fa4\u5a92\u9ad4\u900f\u904e\u6f14\u7b97\u6cd5\u5316\u6211\u5011\u7684\u793e\u4ea4\u4e92\u52d5\uff0c\u8b93\u6211\u5011\u7fd2\u5f97\u4e00\u7a2e\u300c\u793e\u7fa4\u5a92\u9ad4\u793e\u4ea4\u8996\u89d2\u300d\u3002\u90a3\u9ebc\uff0cLLM\u662f\u5426\u4e5f\u662f\u4e00\u7a2e\u80fd\u5920\u6539\u8b8a\u4eba\u985e\u610f\u8b58\u7684\u5de5\u5177\uff1f\u7b54\u6848\u662f\u80af\u5b9a\u7684\u3002\u5f9e\u65e5\u5e38\u751f\u6d3b\u4f86\u770b\uff0cLLM \u7684\u8ac2\u5a9a\u53cd\u994b\u6709\u6642\u6703\u5c07\u72c0\u614b\u4e0d\u4f73\u7684\u4f7f\u7528\u8005\u63a8\u5411\u6975\u7aef\u65b9\u5411\u3002\u9019\u986f\u793aLLM\u6b63\u5728\u6df1\u5ea6\u53c3\u8207\u4e26\u6539\u8b8a\u4eba\u985e\u7684\u5fc3\u667a\u6b77\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u6559\u5e2b\u7684\u89d2\u8272\uff1a\u5171\u540c\u6f14\u5316<\/strong><\/span><\/h6>\n<p>\u82e5LLM\u53ef\u4ee5\u6539\u8b8a\u4eba\u985e\u610f\u8b58\u7d50\u69cb\uff0c\u5b83\u5c07\u5982\u4f55\u6539\u8b8a\u672a\u4f86\u4eba\u985e\u610f\u8b58\u7684\u6a23\u614b\uff1f\u6211\u5011\u4e0d\u53ef\u80fd\u7981\u6b62\u5b78\u751f\u4f7f\u7528LLM\uff0c\u4ed6\u5011\u5fc5\u9808\u5b78\u6703\u4e26\u8207\u4e4b\u5171\u540c\u6f14\u5316\u3002\u4f5c\u70ba\u6559\u5e2b\u6216\u6559\u80b2\u8005\uff0c\u6211\u5011\u7684\u6838\u5fc3\u89d2\u8272\u4e0d\u518d\u662f\u77e5\u8b58\u7684\u50b3\u905e\u8005\uff0c\u800c\u662f\u5f15\u5c0e\u8005\uff0c\u5e6b\u52a9\u5b78\u751f\u7406\u89e3LLM\u9019\u500b\u5de5\u5177\u7684\u6f5b\u5728\u5fc3\u667a\u5f71\u97ff\uff0c\u5b78\u7fd2\u8207LLM\u4e92\u52d5\uff0c\u5f9e\u800c\u5851\u9020\u51fa\u9069\u61c9\u672a\u4f86\u7684\u65b0\u610f\u8b58\u7d50\u69cb\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #00ccff;\"><strong>\u7d50\u3000\u8a9e<\/strong><\/span><\/h6>\n<p>\u7121\u8ad6\u662f\u5f9e\u6f14\u5316\u5fc3\u7406\u5b78\u7684\u89d2\u5ea6\u95dc\u6ce8 AI \u7684\u884c\u70ba\u80fd\u529b\uff0c\u9084\u662f\u5f9e\u5fc3\u667a\u54f2\u5b78\u7684\u89d2\u5ea6\u95dc\u6ce8 AI \u4f5c\u70ba\u610f\u8b58\u6539\u8b8a\u7684\u5de5\u5177\uff0c\u5169\u4f4d\u8001\u5e2b\u90fd\u6e05\u6670\u5730\u6307\u51fa\uff1a\u4eba\u985e\u8207 AI \u7684\u5171\u6f14\u5316\u5df2\u7d93\u767c\u751f\u3002\u6211\u5011\u5fc5\u9808\u5c07\u6ce8\u610f\u529b\u5f9e\u300cAI \u610f\u8b58\u300d\u8faf\u8ad6\uff0c\u8f49\u5411\u5982\u4f55\u61c9\u5c0d\u548c\u5f15\u5c0e AI \u5c0d\u4eba\u985e\u5b58\u5728\u7684\u5be6\u8cea\u5851\u9020\u8207\u6539\u8b8a\u3002<\/p>\n<figure id=\"attachment_46007\" aria-describedby=\"caption-attachment-46007\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-46007\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02251-1024x580.jpg\" alt=\"\" width=\"600\" height=\"340\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02251-1024x580.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02251-300x170.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02251-768x435.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02251-1536x869.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02251-2048x1159.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-46007\" class=\"wp-caption-text\">Q&amp;A\u74b0\u7bc0\u4e09\u4f4d\u8001\u5e2b\u8207\u89c0\u773e\u5011\u958b\u5fc3\u7684\u8a0e\u8ad6\uff5c\u4f86\u6e90\uff1a\u81fa\u5927\u79d1\u5b78\u6559\u80b2\u767c\u5c55\u4e2d\u5fc3<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<hr \/>\n<figure id=\"attachment_46008\" aria-describedby=\"caption-attachment-46008\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-46008\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02290-1024x580.jpg\" alt=\"\" width=\"600\" height=\"340\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02290-1024x580.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02290-300x170.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02290-768x435.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02290-1536x869.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/12\/DSC02290-2048x1159.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-46008\" class=\"wp-caption-text\">\u5716\u5de6\u70ba\u8b1b\u5e2b \u9ec3\u5f9e\u4ec1 \u526f\u6559\u6388\u3001\u5716\u4e2d\u70ba\u4e3b\u6301\u4eba 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