{"id":45244,"date":"2025-04-14T17:00:12","date_gmt":"2025-04-14T09:00:12","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45244"},"modified":"2025-06-24T16:00:21","modified_gmt":"2025-06-24T08:00:21","slug":"%e3%80%90%e4%ba%ba%e7%89%a9%e5%b0%88%e8%a8%aa%e3%80%91%e8%a8%88%e7%ae%97%e8%aa%9e%e8%a8%80%e5%ad%b8%e7%bf%b9%e6%a5%9a-%e5%b0%88%e8%a8%aa%e8%ac%9d%e8%88%92%e5%87%b1%e6%95%99%e6%8e%88","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45244","title":{"rendered":"\u3010\u4eba\u7269\u5c08\u8a2a\u3011\u8a08\u7b97\u8a9e\u8a00\u5b78\u7ff9\u695a \u2014\u2014\u5c08\u8a2a\u8b1d\u8212\u51f1\u6559\u6388"},"content":{"rendered":"<h6 style=\"text-align: center;\"><span style=\"color: #00ccff;\"><strong>\u3010AI\u8207\u4eba\u5171\u751f\u7684\u90a3\u4e00\u5929\u3011\u7cfb\u5217\u8b1b\u5ea7<\/strong><\/span><\/h6>\n<h6 style=\"text-align: center;\"><strong><span style=\"color: #00ccff;\">AI\u8207\u6e9d\u901a\u3001\u793e\u7fa4\u5f71\u97ff\u529b<\/span><\/strong><\/h6>\n<h6 style=\"text-align: center;\"><strong><span style=\"color: #00ccff;\">2025.4\/19\uff08\u516d\uff0914:00<\/span><\/strong><\/h6>\n<p style=\"text-align: center;\"><strong>\u8a02\u95b1\u00a0<a href=\"https:\/\/www.youtube.com\/user\/NTUCASE\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #0000ff;\">CASE YouTube \u9396\u5b9a\u76f4\u64ad<\/span>\u00a0<\/a>\u958b\u555f\u5c0f\u9234\u943a<\/strong><\/p>\n<figure id=\"attachment_45252\" aria-describedby=\"caption-attachment-45252\" style=\"width: 173px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-45252\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/\u8b1d\u8212\u51f1_3-1-225x300.jpeg\" alt=\"\" width=\"173\" height=\"237\" \/><figcaption id=\"caption-attachment-45252\" class=\"wp-caption-text\">\u81fa\u7063\u5927\u5b78\u8a9e\u8a00\u5b78\u7814\u7a76\u6240 \u8b1d\u8212\u51f1 \u6559\u6388\uff5c\u4f86\u6e90\uff1a\u8b1b\u5e2b\u63d0\u4f9b<\/figcaption><\/figure>\n<p><strong>\u63a1\u8a2a\u3001\u64b0\u6587\uff5c\u5468\u66f8\u744b<\/strong><\/p>\n<p><strong>\u5be9\u8a02\uff5c\u8b1d\u8212\u51f1 \u6559\u6388<\/strong><\/p>\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u554f\u4e16\u6539\u8b8a\u4eba\u985e\u7684\u8a9e\u8a00\u4f7f\u7528\u7fd2\u6163\uff0c\u4eba\u5011\u8d8a\u4f86\u8d8a\u4ef0\u8cf4\u751f\u6210\u5f0f\u8a9e\u8a00\u6a21\u578b\u4f86\u5b8c\u6210\u65e5\u5e38\u5de5\u4f5c\uff0c\u5f9e\u64b0\u5beb\u96fb\u5b50\u90f5\u4ef6\u5230\u5beb\u5b78\u8853\u5831\u544a\u548c\u8ad6\u6587\uff0cLLM\u90fd\u53ef\u4ee5\u4e00\u624b\u5305\u8fa6\uff0c\u56e0\u800c\u5728\u8a08\u7b97\u8a9e\u8a00\u5b78\u754c\u6380\u8d77\u91cd\u5927\u9769\u547d\u3002\u4eca\u5929\u7684\u5c08\u8a2a\u9080\u8acb\u5230\u53f0\u7063\u5927\u5b78\u8a9e\u8a00\u5b78\u7814\u7a76\u6240\u8b1d\u8212\u51f1\u6559\u6388\uff0c\u8eab\u70ba\u8a08\u7b97\u8a9e\u8a00\u5b78\u7ff9\u695a\u7684\u4ed6\uff0c\u5c07\u548c\u6211\u5011\u5206\u4eab\u4ed6\u5947\u5999\u7684\u7814\u7a76\u6b77\u7a0b\u3001LLM\u9020\u6210\u7684\u8cc7\u8a0a\u4e0d\u5c0d\u7b49\uff0c\u4ee5\u53caLLM\u6240\u5f62\u5851\u7684\u672a\u4f86\u4e16\u754c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: 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computational linguistics\uff09\u7814\u7a76\u3002\u8b1d\u8212\u51f1\u8aaa\uff0c\u53f0\u7063\u793e\u6703\u5c0d\u8a9e\u8a00\u5b78\u9019\u9580\u79d1\u5b78\u7684\u8a8d\u8b58\u548c\u95dc\u6ce8\u8f03\u5c11\uff0c\u591a\u6578\u4eba\u60f3\u5230\u8a9e\u8a00\uff0c\u6703\u76f4\u89ba\u7684\u60f3\u5230\u8a9e\u8a00\u4f5c\u70ba\u6e9d\u901a\u5de5\u5177\uff0c\u4f5c\u70ba\u7279\u5b9a\u8a9e\u8a00\u5b78\u7fd2\uff0c\u800c\u4e0d\u6703\u628a\u5b83\u7576\u4f5c\u4e00\u9580\u79d1\u5b78\u7814\u7a76\u6216\u7814\u7a76\u5c0d\u8c61\u53bb\u601d\u8003\uff0c\u56e0\u6b64\u5c0f\u6642\u5019\u4ed6\u96d6\u7136\u4e5f\u5f88\u559c\u6b61\u5b78\u7fd2\u8a9e\u8a00\uff0c\u4f46\u5f9e\u672a\u60f3\u904e\u8981\u7814\u7a76\u8a9e\u8a00\u3002\u4ed6\u8aaa\uff0c\u7576\u524d\u7684LLM\u5176\u5be6\u63d0\u4f9b\u4e86\u4e00\u500b\u8996\u89d2\u8207\u6a5f\u6703\uff0c\u76f4\u903c\u4eba\u985e\u5c0d\u8a9e\u8a00\u7684\u672c\u8cea\u7684\u91cd\u65b0\u601d\u7d22\u3002<\/p>\n<p>\u8b1d\u8212\u51f1\u7684\u7814\u7a76\u9818\u57df\u4e3b\u8981\u53ef\u5206\u70ba\u56db\u5927\u4e3b\u984c\uff1aLLM\u548c\u8a9e\u8a00\u7406\u8ad6\u7684\u95dc\u806f\u3001LLM\u8108\u7d61\u4e0b\u7684\u8a9e\u8a00\u3001\u601d\u8003\u548c\u63a8\u7406\u80fd\u529b\u7b49\u9ad8\u7b49\u8a8d\u77e5\u80fd\u529b\u3001LLM\u7684\u8a9e\u8a00\u3001\u60c5\u7dd2\u8207\u591a\u6a21\u614b\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u6167\u548c\u4eba\u793e\u9818\u57df\u7684\u53ef\u80fd\u9023\u7d50\u3002\u7b2c\u4e00\u500b\u4e3b\u984c\u570d\u7e5e\u5728\u5229\u7528\u8a8d\u77e5\u8207\u529f\u80fd\u8a9e\u8a00\u7406\u8ad6\u4f86\u89e3\u91cbLLM\u7684\u5b78\u7fd2\u8207\u884c\u70ba\uff0c\u50cf\u662fLLM\u5e95\u5c64\u7684Token\u6c7a\u5b9a\u8207\u69cb\u5f0f\u8a9e\u6cd5\u7684\u9023\u7d50\u3001\u5411\u91cf\u8a9e\u610f\u8868\u5fb5\u548cLLM\u81ea\u8eab\u5c0d\u8a9e\u8a00\u7684\u8a8d\u77e5\u529f\u80fd\u638c\u63e1\u7a0b\u5ea6\u7b49\u3002\u7b2c\u4e8c\u500b\u4e3b\u984c\u63a2\u7a76LLM\u5982\u4f55\u8655\u7406\u8a2d\u8a08\u6587\u5316\u8207\u50f9\u503c\u7684\u8907\u96dc\u63a8\u7406\uff0c\u4f8b\u5982LLM\u5728\u6cd5\u5f8b\u6848\u4f8b\u4e0a\u63a8\u7406\u80fd\u529b\u8207\u8a55\u6e2c\uff1b\u4ee5\u53caLLM\u5982\u4f55\u89e3\u8a9e\u8a00\u5b78\u5967\u8cfd\u7684\u3002\u8a9e\u8a00\u591a\u6a21\u614b\u7814\u7a76\u5247\u662f\u63a2\u7a76\u6e9d\u901a\u8207\u8a00\u8ac7\u4e2d\uff0c\u53e3\u8a9e\u8868\u9054\u8207\u5176\u4ed6\u975e\u53e3\u8a9e\u8868\u9054\u65b9\u5f0f\u7684\u6574\u5408\uff0c\u8af8\u5982\u773c\u795e\u63a5\u89f8\u3001\u624b\u52e2\u548c\u80a2\u9ad4\u8a9e\u8a00\u7b49\uff0c\u7562\u7adf\u672a\u4f86LLM\u690d\u5165\u6a5f\u5668\u4eba\u7684\u4e16\u754c\uff0c\u4eba\u6a5f\u4e92\u52d5\u4e5f\u6703\u4ee5\u591a\u6a21\u614b\u7684\u5f62\u5f0f\u51fa\u73fe\uff0c\u4e0d\u518d\u53ea\u662f\u96fb\u8166\u87a2\u5e55\u4e0a\u8df3\u51fa\u7684\u4e00\u4e32\u6587\u5b57\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span 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\/>\n<figure id=\"attachment_45242\" aria-describedby=\"caption-attachment-45242\" style=\"width: 730px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-45242 size-large\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/A6\u9177\u5361-\u80cc\u9762-730x1024.jpg\" alt=\"\" width=\"730\" height=\"1024\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/A6\u9177\u5361-\u80cc\u9762-730x1024.jpg 730w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/A6\u9177\u5361-\u80cc\u9762-214x300.jpg 214w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/A6\u9177\u5361-\u80cc\u9762-768x1077.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/A6\u9177\u5361-\u80cc\u9762-1096x1536.jpg 1096w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/04\/A6\u9177\u5361-\u80cc\u9762.jpg 1264w\" sizes=\"(max-width: 730px) 100vw, 730px\" \/><figcaption id=\"caption-attachment-45242\" class=\"wp-caption-text\">AI\u8207\u4eba\u5171\u751f\u7684\u90a3\u4e00\u5929\u7b2c\u4e00\u8b1b\u300a<a href=\"https:\/\/www.accupass.com\/event\/2503280733082206696270\" target=\"_blank\" rel=\"noopener\">AI\u8207\u6e9d\u901a\u3001\u793e\u7fa4\u5f71\u97ff\u529b<\/a>\u300b<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u578b\u8a9e\u8a00\u6a21\u7d44 (LLM) 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