{"id":29963,"date":"2025-11-21T09:00:47","date_gmt":"2025-11-21T01:00:47","guid":{"rendered":"https:\/\/www.ileolife.com\/?p=29963"},"modified":"2026-02-24T14:47:38","modified_gmt":"2026-02-24T06:47:38","slug":"%e6%8f%ad%e9%96%8b-ai-%e5%b9%bb%e8%a6%ba%e7%9a%84%e7%9c%9f%e7%9b%b8%ef%bc%9a%e7%82%ba%e4%bd%95%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e6%9c%83%e4%b8%80%e6%9c%ac%e6%ad%a3%e7%b6%93%e5%9c%b0%e8%83%a1","status":"publish","type":"post","link":"https:\/\/www.ileolife.com\/?p=29963","title":{"rendered":"\u63ed\u958b AI \u5e7b\u89ba\u7684\u771f\u76f8\uff1a\u70ba\u4f55\u8a9e\u8a00\u6a21\u578b\u6703\u4e00\u672c\u6b63\u7d93\u5730\u80e1\u8aaa\u516b\u9053\uff1f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"29963\" class=\"elementor elementor-29963\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1120c92 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1120c92\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-82d222f\" data-id=\"82d222f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6726a0b elementor-widget elementor-widget-text-editor\" data-id=\"6726a0b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"color: #008080\"><strong>\u7576 AI \u7684\u81ea\u4fe1\u6210\u70ba\u554f\u984c<\/strong><\/span><\/h3><p>\u60a8\u662f\u5426\u66fe\u554f\u904e ChatGPT \u4e00\u500b\u7c21\u55ae\u7684\u4e8b\u5be6\u554f\u984c\uff0c\u537b\u5f97\u5230\u4e00\u500b\u770b\u4f3c\u982d\u982d\u662f\u9053\u3001\u5be6\u5247\u5b8c\u5168\u932f\u8aa4\u7684\u7b54\u6848\uff1f\u4f8b\u5982\uff0c\u7576\u7814\u7a76\u4eba\u54e1\u8a62\u554f\u4e00\u500b\u5148\u9032\u7684\u8a9e\u8a00\u6a21\u578b\u67d0\u4f4d\u5b78\u8005\u7684\u751f\u65e5\u6642\uff0c\u6a21\u578b\u5728\u4e09\u6b21\u5617\u8a66\u4e2d\u7d66\u51fa\u4e86\u4e09\u500b\u4e0d\u540c\u7684\u932f\u8aa4\u65e5\u671f\uff0c\u5118\u7ba1\u63d0\u793a\u8981\u6c42\u300c\u5982\u679c\u4f60\u77e5\u9053\u624d\u56de\u7b54\u300d \u3002\u9019\u7a2e\u73fe\u8c61\u88ab\u7a31\u70ba\u300c\u4eba\u5de5\u667a\u6167\u5e7b\u89ba\u300d(AI Hallucination)\uff0c\u5373\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLMs) \u6703\u81ea\u4fe1\u5730\u7522\u751f\u4f3c\u662f\u800c\u975e\u7684\u865b\u5047\u9673\u8ff0 \u3002<\/p><p>\u9019\u7a2e\u300c\u5e7b\u89ba\u300d\u4e0d\u50c5\u50c5\u662f\u7121\u50b7\u5927\u96c5\u7684\u5c0f\u932f\u8aa4\uff0c\u5b83\u56b4\u91cd\u7834\u58de\u4e86\u6211\u5011\u5c0d\u9019\u4e9b\u5f37\u5927\u5de5\u5177\u7684\u4fe1\u4efb \u3002\u5f9e\u5b78\u8853\u7814\u7a76\u5230\u5546\u696d\u6c7a\u7b56\uff0c\u5982\u679c\u6211\u5011\u7121\u6cd5\u4f9d\u8cf4 AI \u63d0\u4f9b\u7684\u8cc7\u8a0a\uff0c\u5176\u61c9\u7528\u50f9\u503c\u5c07\u5927\u6253\u6298\u6263\u3002\u4f46\u9019\u4e9b\u5e7b\u89ba\u7a76\u7adf\u5f9e\u4f55\u800c\u4f86\uff1f\u5b83\u5011\u662f\u6a21\u578b\u4e2d\u7121\u6cd5\u6839\u9664\u7684\u300c\u5e7d\u9748\u300d\uff0c\u9084\u662f\u4e00\u500b\u53ef\u4ee5\u88ab\u7406\u89e3\u548c\u89e3\u6c7a\u7684\u554f\u984c\uff1f<\/p><p>\u4e00\u7bc7\u4f86\u81ea OpenAI \u548c\u55ac\u6cbb\u4e9e\u7406\u5de5\u5b78\u9662\u7814\u7a76\u4eba\u54e1\u7684\u958b\u5275\u6027\u8ad6\u6587\u300a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u70ba\u4f55\u6703\u7522\u751f\u5e7b\u89ba\u300b\u7d66\u51fa\u4e86\u6df1\u523b\u7684\u7b54\u6848 \u3002\u4ed6\u5011\u7684\u6838\u5fc3\u8ad6\u9ede\u985b\u8986\u4e86\u8a31\u591a\u4eba\u7684\u76f4\u89ba\uff1a<\/p><p><span style=\"color: #99ccff\"><strong>\u5e7b\u89ba\u4e26\u975e\u795e\u79d8\u7684\u7a0b\u5f0f\u932f\u8aa4\uff0c\u800c\u662f\u7576\u524d AI \u8a13\u7df4\u8207\u8a55\u4f30\u9ad4\u7cfb\u4e0b\u7684\u5fc5\u7136\u7522\u7269 \u3002<\/strong><\/span><\/p><p>\u7c21\u55ae\u4f86\u8aaa\uff0c\u6211\u5011\u73fe\u6709\u7684\u6a5f\u5236\u6b63\u5728\u7121\u5f62\u4e2d\u300c\u734e\u52f5\u300dAI \u9032\u884c\u731c\u6e2c\uff0c\u800c\u975e\u8aa0\u5be6\u5730\u627f\u8a8d\u300c\u6211\u4e0d\u77e5\u9053\u300d\u3002<\/p><p>\u672c\u6587\u5c07\u6df1\u5165\u5256\u6790\u9019\u7bc7\u8ad6\u6587\u7684\u6838\u5fc3\u89c0\u9ede\uff0c\u8ddf\u8457\u80a1\u611f\u4e00\u8d77\u4e86\u89e3\u5e7b\u89ba\u5982\u4f55\u5728 AI \u7684\u300c\u6210\u9577\u300d\u904e\u7a0b\u4e2d\u88ab\u690d\u5165\uff0c\u53c8\u70ba\u4f55\u5728\u5c64\u5c64\u512a\u5316\u5f8c\u4f9d\u7136\u9811\u56fa\u5b58\u5728\uff0c\u4e26\u6700\u7d42\u63a2\u8a0e\u8ad6\u6587\u63d0\u51fa\u7684\u3001\u53ef\u80fd\u5f15\u5c0e\u6211\u5011\u8d70\u5411\u66f4\u503c\u5f97\u4fe1\u8cf4 AI \u7684\u89e3\u6c7a\u4e4b\u9053\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c7ad802 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7ad802\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc4db58\" data-id=\"fc4db58\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1727ba2 elementor-widget elementor-widget-text-editor\" data-id=\"1727ba2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"color: #008080\"><strong>\u5e7b\u89ba\u7684\u6e90\u982d\u2014\u9810\u8a13\u7df4\u968e\u6bb5\u7684\u7d71\u8a08\u5bbf\u547d<\/strong><\/span><\/h3><p>\u8a31\u591a\u4eba\u8a8d\u70ba\uff0c\u53ea\u8981\u7d66 AI \u9935\u990a\u5b8c\u5168\u6e96\u78ba\u3001\u4e7e\u6de8\u7684\u8cc7\u6599\uff0c\u5e7b\u89ba\u554f\u984c\u5c31\u80fd\u8fce\u5203\u800c\u89e3\u3002\u7136\u800c\uff0c\u8a72\u8ad6\u6587\u6307\u51fa\uff0c\u554f\u984c\u9060\u6bd4\u9019\u66f4\u6839\u672c\u3002\u5373\u4f7f\u5728\u6700\u7406\u60f3\u7684\u60c5\u6cc1\u4e0b\u2014\u2014\u8a13\u7df4\u8cc7\u6599\u5eab\u4e2d\u6c92\u6709\u4e00\u7d72\u932f\u8aa4\u2014\u2014\u73fe\u884c\u7684\u9810\u8a13\u7df4\u65b9\u6cd5\u672c\u8eab\u5c31\u6703\u5f9e\u7d71\u8a08\u5c64\u9762\u4e0a\u50ac\u751f\u932f\u8aa4 \u3002<\/p><p><span style=\"color: #cc99ff\"><strong>\u751f\u6210\u932f\u8aa4\u7684\u5fc5\u7136\u6027\uff1a\u5f9e\u300c\u662f\u5426\u6709\u6548\u300d\u770b\u554f\u984c\u672c\u8cea<\/strong><\/span><\/p><p>\u8981\u7406\u89e3\u9019\u4e00\u9ede\uff0c\u7814\u7a76\u4eba\u54e1\u63d0\u51fa\u4e86\u4e00\u500b\u5de7\u5999\u7684\u8996\u89d2\u8f49\u63db \u3002\u4ed6\u5011\u5c07\u8907\u96dc\u7684\u300c\u751f\u6210\u4e00\u6bb5\u6709\u6548\u6587\u672c\u300d\u4efb\u52d9\uff0c\u7c21\u5316\u70ba\u4e00\u500b\u66f4\u57fa\u790e\u7684\u4e8c\u5143\u5206\u985e\u554f\u984c\uff0c\u7a31\u70ba\u300c\u662f\u5426\u6709\u6548 (Is-It-Valid, IIV)\u300d\u3002<\/p><p>\u60f3\u50cf\u4e00\u4e0b\uff0c\u6211\u5011\u7d66\u6a21\u578b\u770b\u7121\u6578\u500b\u53e5\u5b50\uff0c\u8b93\u5b83\u5224\u65b7\u300c\u9019\u500b\u53e5\u5b50\u662f\u6709\u6548\u7684 (+) \u9084\u662f\u7121\u6548\u7684 (-)\u300d \u3002\u9019\u500b\u5224\u65b7\u4efb\u52d9\u986f\u7136\u6bd4\u5f9e\u96f6\u958b\u59cb\u300c\u5275\u9020\u300d\u4e00\u500b\u6709\u6548\u53e5\u5b50\u8981\u7c21\u55ae \u3002\u8ad6\u6587\u901a\u904e\u56b4\u8b39\u7684\u6578\u5b78\u63a8\u5c0e\uff0c\u5efa\u7acb\u4e86\u5169\u8005\u4e4b\u9593\u7684\u95dc\u4fc2\uff1a<\/p><p><span style=\"color: #99ccff\"><strong>\uff08\u6a21\u578b\u7684\u751f\u6210\u932f\u8aa4\u7387\uff09\u2265 2 \u00d7\uff08IIV \u5206\u985e\u932f\u8aa4\u7387\uff09<\/strong><\/span><\/p><p>\u9019\u500b\u516c\u5f0f\u7684\u610f\u7fa9\u91cd\u5927\u3002\u5b83\u544a\u8a34\u6211\u5011\uff0c\u8a9e\u8a00\u6a21\u578b\u7522\u751f\u5e7b\u89ba\uff08\u4e00\u7a2e\u751f\u6210\u932f\u8aa4\uff09\uff0c\u5176\u6839\u6e90\u8207\u50b3\u7d71\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7684\u5206\u985e\u932f\u8aa4\u4e26\u7121\u4e8c\u81f4 \u3002\u9019\u5c31\u5c07\u5e7b\u89ba\u5f9e\u4e00\u500b\u795e\u79d8\u7684\u9ed1\u7bb1\u554f\u984c\uff0c\u8f49\u5316\u70ba\u4e00\u500b\u6709\u6578\u5341\u5e74\u7814\u7a76\u57fa\u790e\u3001\u53ef\u4ee5\u88ab\u6e05\u6670\u5206\u6790\u7684\u7d71\u8a08\u554f\u984c \u3002<\/p><p><span style=\"color: #cc99ff\"><strong>\u9020\u6210\u9810\u8a13\u7df4\u932f\u8aa4\u7684\u4e09\u5927\u7d71\u8a08\u56e0\u7d20<\/strong><\/span><\/p><p>\u65e2\u7136\u5e7b\u89ba\u7b49\u540c\u65bc\u5206\u985e\u932f\u8aa4\uff0c\u90a3\u9ebc\u6240\u6709\u5c0e\u81f4\u5206\u985e\u5668\u51fa\u932f\u7684\u539f\u56e0\uff0c\u4e5f\u540c\u6a23\u6703\u5c0e\u81f4\u8a9e\u8a00\u6a21\u578b\u7522\u751f\u5e7b\u89ba\u3002\u8ad6\u6587\u91cd\u9ede\u5206\u6790\u4e86\u4ee5\u4e0b\u5e7e\u500b\u56e0\u7d20 \uff1a<\/p><p><strong style=\"color: #99ccff\">1. \u77e5\u8b58\u7684\u7f3a\u5931\uff1a\u4efb\u610f\u4e8b\u5be6\u8207\u300c\u55ae\u4f8b\u300d\u554f\u984c<\/strong><\/p><p>\u7576\u6578\u64da\u4e2d\u7f3a\u4e4f\u6e05\u6670\u3001\u53ef\u5b78\u7fd2\u7684\u6a21\u5f0f\u6642\uff0c\u6a21\u578b\u5c31\u6703\u9762\u81e8\u300c\u77e5\u8b58\u4e0d\u78ba\u5b9a\u6027\u300d(epistemic uncertainty) \u3002\u6700\u5178\u578b\u7684\u4f8b\u5b50\u5c31\u662f\u500b\u4eba\u751f\u65e5\u6216\u4efb\u610f\u6307\u5b9a\u7684\u914d\u5c0d\u4e8b\u5be6 \u3002\u9019\u4e9b\u4e8b\u5be6\u4e4b\u9593\u6c92\u6709\u908f\u8f2f\u95dc\u806f\uff0c\u6a21\u578b\u552f\u4e00\u7684\u5b78\u7fd2\u65b9\u5f0f\u5c31\u662f\u6b7b\u8a18\u786c\u80cc\u3002<\/p><p>\u8ad6\u6587\u5f15\u5165\u4e86\u4e00\u500b\u95dc\u9375\u6982\u5ff5\uff1a\u300c\u55ae\u4f8b\u7387\u300d(singleton rate) \u3002\u5982\u679c\u4e00\u500b\u4e8b\u5be6\uff08\u4f8b\u5982\uff0c\u67d0\u4f4d\u4e0d\u77e5\u540d\u4eba\u58eb\u7684\u751f\u65e5\uff09\u5728\u9f90\u5927\u7684\u8a13\u7df4\u6578\u64da\u4e2d\u53ea\u51fa\u73fe\u904e\u4e00\u6b21\uff0c\u5b83\u5c31\u662f\u4e00\u500b\u300c\u55ae\u4f8b\u300d \u3002\u9019\u4e9b\u55ae\u4f8b\u5c31\u50cf\u662f\u6578\u64da\u6d77\u6d0b\u4e2d\u7684\u5b64\u5cf6\uff0c\u6975\u96e3\u88ab\u6a21\u578b\u7262\u56fa\u8a18\u4f4f\u3002\u7814\u7a76\u8b49\u660e\uff0c<\/p><p><strong>\u6a21\u578b\u5728\u56de\u7b54\u9019\u985e\u554f\u984c\u6642\u7684\u5e7b\u89ba\u7387\uff0c\u81f3\u5c11\u6703\u7b49\u65bc\u8a13\u7df4\u6578\u64da\u4e2d\u76f8\u95dc\u4e8b\u5be6\u7684\u300c\u55ae\u4f8b\u7387\u300d \u3002<\/strong><\/p><p>\u8209\u4f8b\u4f86\u8aaa\uff0c\u5982\u679c\u95dc\u65bc\u751f\u65e5\u7684\u8a13\u7df4\u8cc7\u6599\u4e2d\uff0c\u6709 20% \u7684\u4eba\u7269\u751f\u65e5\u53ea\u88ab\u63d0\u53ca\u904e\u4e00\u6b21\uff0c\u90a3\u9ebc\u4e00\u500b\u7d93\u904e\u6a19\u6e96\u9810\u8a13\u7df4\u7684\u6a21\u578b\uff0c\u5728\u88ab\u554f\u53ca\u9019\u4e9b\u4eba\u7684\u751f\u65e5\u6642\uff0c\u9810\u8a08\u81f3\u5c11\u6703\u6709 20% \u7684\u6a5f\u7387\u7522\u751f\u5e7b\u89ba \u3002<\/p><p><span style=\"color: #99ccff\"><strong>2. \u6a21\u578b\u7684\u80fd\u529b\u9650\u5236\uff1a\u7576\u5de5\u5177\u4e0d\u7a31\u624b<\/strong><\/span><\/p><p>\u6709\u6642\u5019\uff0c\u554f\u984c\u4e0d\u5728\u65bc\u6578\u64da\uff0c\u800c\u5728\u65bc\u6a21\u578b\u672c\u8eab \u3002\u5982\u679c\u6a21\u578b\u7684\u67b6\u69cb\u6216\u8a2d\u8a08\u4f7f\u5176\u96e3\u4ee5\u6355\u6349\u67d0\u4e9b\u985e\u578b\u7684\u898f\u5f8b\uff0c\u932f\u8aa4\u5c31\u5728\u6240\u96e3\u514d\u3002\u9019\u5c31\u50cf\u7528\u4e00\u628a\u76f4\u5c3a\u53bb\u756b\u4e00\u500b\u5b8c\u7f8e\u7684\u5713\u5708 \u3002<\/p><p>\u8ad6\u6587\u7528\u4e00\u500b\u7d93\u5178\u7684\u4f8b\u5b50\u8aaa\u660e\uff1a\u65e9\u671f\u7684 trigram \u6a21\u578b\uff08\u4e00\u7a2e\u4e00\u6b21\u53ea\u8003\u616e\u524d\u5169\u500b\u8a5e\u4f86\u9810\u6e2c\u4e0b\u4e00\u500b\u8a5e\u7684\u7c21\u55ae\u6a21\u578b\uff09\u5728\u8655\u7406\u9700\u8981\u9577\u8ddd\u96e2\u4f9d\u8cf4\u7684\u8a9e\u6cd5\u6642\uff0c\u5c31\u5e38\u5e38\u51fa\u932f \u3002\u4f8b\u5982\uff0c\u5b83\u53ef\u80fd\u7121\u6cd5\u6839\u64da\u4e3b\u8a9e\u300cShe\u300d\u6216\u300cHe\u300d\u4f86\u6b63\u78ba\u9078\u64c7\u300cher mind\u300d\u6216\u300chis mind\u300d\uff0c\u5c0e\u81f4\u751f\u6210\u932f\u8aa4\u7387\u9ad8\u9054 50% \u3002<\/p><p>\u540c\u6a23\uff0c\u8ad6\u6587\u4e2d\u63d0\u5230\u7684\u5b57\u6bcd\u8a08\u6578\u554f\u984c\uff08\u4f8b\u5982\uff0c\u8a62\u554f DeepSeek-V3 \u6a21\u578b\u300cDEEPSEEK\u300d\u4e2d\u6709\u5e7e\u500b\u300cD\u300d\uff0c\u6a21\u578b\u537b\u7d66\u51fa\u300c2\u300d\u6216\u300c3\u300d\u7684\u932f\u8aa4\u7b54\u6848\uff09\u4e5f\u53cd\u6620\u4e86\u6a21\u578b\u5728\u8868\u5fb5\u4e0a\u7684\u6311\u6230 \u3002\u7531\u65bc\u73fe\u4ee3\u8a9e\u8a00\u6a21\u578b\u901a\u5e38\u5c07\u55ae\u8a5e\u8655\u7406\u70ba\u300c\u6b0a\u6756\u300d(tokens) \u800c\u975e\u55ae\u500b\u5b57\u6bcd\uff08\u4f8b\u5982\uff0c\u300cDEEPSEEK\u300d\u53ef\u80fd\u88ab\u62c6\u5206\u70ba\u300cD\u300d\u3001\u300cEEP\u300d\u3001\u300cSEE\u300d\u3001\u300cK\u300d\uff09\uff0c\u9019\u4f7f\u5f97\u7c21\u55ae\u7684\u8a08\u6578\u4efb\u52d9\u5c0d\u5b83\u800c\u8a00\u4e5f\u8b8a\u5f97\u5341\u5206\u56f0\u96e3 \u3002<\/p><p><span style=\"color: #99ccff\"><strong>3. \u5783\u573e\u9032\uff0c\u5783\u573e\u51fa (GIGO)\uff1a\u8a13\u7df4\u6578\u64da\u7684\u539f\u7f6a<\/strong><\/span><\/p><p>\u9019\u4e00\u9ede\u6700\u70ba\u76f4\u89c0\u3002\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u8a13\u7df4\u8a9e\u6599\u5eab\u4f86\u6e90\u65bc\u5ee3\u6cdb\u7684\u7db2\u8def\u6587\u672c\uff0c\u5176\u4e2d\u4e0d\u53ef\u907f\u514d\u5730\u5305\u542b\u4e86\u5927\u91cf\u7684\u4e8b\u5be6\u932f\u8aa4\u3001\u504f\u898b\u3001\u904e\u6642\u8cc7\u8a0a\u751a\u81f3\u662f\u9670\u8b00\u8ad6 \u3002\u6a21\u578b\u5728\u5b78\u7fd2\u8a9e\u8a00\u6a21\u5f0f\u7684\u540c\u6642\uff0c\u4e5f\u6703\u5c07\u9019\u4e9b\u300c\u5783\u573e\u300d\u8cc7\u8a0a\u4e00\u4f75\u5438\u6536\uff0c\u4e26\u5728\u751f\u6210\u5167\u5bb9\u6642\u52a0\u4ee5\u8907\u88fd \u3002\u9019\u5728\u5206\u985e\u548c\u751f\u6210\u4efb\u52d9\u4e2d\u7684\u539f\u7406\u662f\u76f8\u901a\u7684 \u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-947d1cd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"947d1cd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-39b5bf2\" data-id=\"39b5bf2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a6be4b6 elementor-widget elementor-widget-text-editor\" data-id=\"a6be4b6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"color: #008080\"><strong>\u5e7b\u89ba\u70ba\u4f55\u63ee\u4e4b\u4e0d\u53bb\uff1f\u2014\u5f8c\u8a13\u7df4\u8207\u8a55\u4f30\u6a5f\u5236\u7684\u300c\u5171\u8b00\u300d<\/strong><\/span><\/h3><p>\u5982\u679c\u8aaa\u9810\u8a13\u7df4\u70ba\u5e7b\u89ba\u7684\u7522\u751f\u57cb\u4e0b\u4e86\u7a2e\u5b50\uff0c\u90a3\u9ebc\u5f8c\u8a13\u7df4 (post-training) \u548c\u73fe\u884c\u7684\u8a55\u4f30\u6a5f\u5236\u5247\u70ba\u5176\u8301\u58ef\u6210\u9577\u63d0\u4f9b\u4e86\u80a5\u6c83\u7684\u571f\u58e4\u3002\u5f8c\u8a13\u7df4\u968e\u6bb5\uff08\u5982\u6307\u4ee4\u5fae\u8abf\u3001\u4eba\u985e\u56de\u994b\u5f37\u5316\u5b78\u7fd2 RLHF\uff09\u7684\u76ee\u6a19\u672c\u61c9\u662f\u6e1b\u5c11\u5e7b\u89ba\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u4eba\u985e\u7684\u671f\u671b \u3002\u4f46\u8ad6\u6587\u5c16\u92b3\u5730\u6307\u51fa\uff0c\u6211\u5011\u7528\u4f86\u300c\u8003\u6838\u300dAI \u7684\u65b9\u5f0f\uff0c\u6b63\u5728\u53cd\u5411\u6fc0\u52f5\u5e7b\u89ba\u7684\u7522\u751f \u3002<\/p><p><span style=\"color: #cc99ff\"><strong>AI \u8b8a\u8eab\u300c\u8003\u751f\u300d\uff1a\u4e8c\u5143\u8a55\u5206\u4e0b\u7684\u6700\u4f73\u7b56\u7565<\/strong><\/span><\/p><p>\u8ad6\u6587\u63d0\u51fa\u4e86\u4e00\u500b\u6975\u5177\u8aaa\u670d\u529b\u7684\u6bd4\u55bb\uff1a<\/p><p><span style=\"color: #99ccff\"><strong>\u8a9e\u8a00\u6a21\u578b\u5c31\u50cf\u4e00\u500b\u53c3\u52a0\u6a19\u6e96\u5316\u8003\u8a66\u7684\u5b78\u751f \u3002<\/strong><\/span><\/p><p>\u60f3\u50cf\u4e00\u5834\u8003\u8a66\uff0c\u7b54\u5c0d\u4e00\u984c\u5f97 1 \u5206\uff0c\u7b54\u932f\u6216\u7559\u7a7a\u4e0d\u7b54\u90fd\u662f 0 \u5206 \u3002\u5728\u9019\u7a2e\u300c\u4e8c\u5143\u8a55\u5206\u300d(binary grading) \u9ad4\u7cfb\u4e0b\uff0c\u7576\u4e00\u500b\u5b78\u751f\u5c0d\u67d0\u9053\u984c\u76ee\u4e0d\u78ba\u5b9a\u6642\uff0c\u4ed6\u7684\u6700\u4f73\u7b56\u7565\u662f\u4ec0\u9ebc\uff1f\u4e0d\u662f\u7559\u767d\uff0c\u800c\u662f\u731c\u6e2c\u4e00\u500b\u6700\u53ef\u80fd\u7684\u7b54\u6848\u3002\u56e0\u70ba\u53ea\u8981\u731c\u5c0d\u7684\u6a5f\u7387\u5927\u65bc\u96f6\uff0c\u731c\u6e2c\u7684\u671f\u671b\u5f97\u5206\u5c31\u9ad8\u65bc\u4e0d\u7b54\u3002<\/p><p>\u4e0d\u5e78\u7684\u662f\uff0c\u9019\u6b63\u662f\u7576\u4eca\u7d55\u5927\u591a\u6578\u4e3b\u6d41 AI \u8a55\u4f30\u57fa\u6e96\u7684\u904b\u4f5c\u65b9\u5f0f \u3002\u7121\u8ad6\u662f MMLU-Pro\u3001SWE-bench \u9084\u662f MATH\uff0c\u5b83\u5011\u4e3b\u8981\u90fd\u4ee5\u6e96\u78ba\u7387 (accuracy) \u6216\u901a\u904e\u7387 (pass-rate) \u4f5c\u70ba\u6838\u5fc3\u6307\u6a19 \u3002\u5728\u9019\u4e9b\u8a55\u4f30\u4e2d\uff0c\u6a21\u578b\u56de\u7b54\u300c\u6211\u4e0d\u77e5\u9053\u300d\u6216\u4efb\u4f55\u8868\u793a\u4e0d\u78ba\u5b9a\u7684\u8a71\u8a9e\uff0c\u90fd\u6703\u88ab\u5224\u70ba 0 \u5206 \u3002<\/p><p>\u56e0\u6b64\uff0c\u70ba\u4e86\u5728\u9019\u4e9b\u91cd\u8981\u7684\u6392\u884c\u699c\u4e0a\u53d6\u5f97\u597d\u6210\u7e3e\uff0c\u6a21\u578b\u88ab\u512a\u5316\u6210\u4e86\u4e00\u500b\u6975\u7aef\u7684\u300c\u61c9\u8a66\u8005\u300d \u3002\u5b83\u5b78\u6703\u4e86\u7121\u8ad6\u4f55\u6642\u90fd\u8981\u7d66\u51fa\u4e00\u500b\u5177\u9ad4\u7684\u3001\u81ea\u4fe1\u7684\u7b54\u6848\uff0c\u5373\u4f7f\u5b83\u5c0d\u9019\u500b\u7b54\u6848\u7684\u4fe1\u5fc3\u5fae\u4e4e\u5176\u5fae\u3002\u8ad6\u6587\u5c07\u9019\u7a2e\u73fe\u8c61\u7a31\u70ba\u4e00\u5834\u300c\u61f2\u7f70\u4e0d\u78ba\u5b9a\u6027\u7684\u6d41\u884c\u75c5\u300d(epidemic of penalizing uncertainty)\u3002<\/p><p><span style=\"color: #cc99ff\"><strong>\u4e00\u5834\u4e0d\u516c\u5e73\u7684\u7af6\u8cfd\uff1a\u8aa0\u5be6\u6a21\u578b\u7684\u56f0\u5883<\/strong><\/span><\/p><p>\u70ba\u4e86\u66f4\u6e05\u6670\u5730\u8aaa\u660e\u9019\u500b\u554f\u984c\uff0c\u8ad6\u6587\u8a2d\u8a08\u4e86\u4e00\u500b\u601d\u60f3\u5be6\u9a57 \u3002\u5047\u8a2d\u6709\u5169\u500b\u6a21\u578b\uff1a<\/p><ul><li><span style=\"color: #99ccff\"><strong>\u6a21\u578b A<\/strong><\/span>\uff1a\u4e00\u500b\u300c\u8aa0\u5be6\u300d\u7684\u6a21\u578b\u3002\u7576\u5b83\u4e0d\u78ba\u5b9a\u6642\uff0c\u6703\u660e\u78ba\u8868\u793a\u300c\u6211\u4e0d\u77e5\u9053\u300d\uff0c\u5f9e\u4e0d\u7522\u751f\u5e7b\u89ba \u3002<\/li><li><span style=\"color: #99ccff\"><strong>\u6a21\u578b B<\/strong><\/span>\uff1a\u4e00\u500b\u300c\u6295\u6a5f\u300d\u7684\u6a21\u578b\u3002\u5b83\u5728\u78ba\u5b9a\u7684\u6642\u5019\u8207\u6a21\u578b A \u8868\u73fe\u4e00\u81f4\uff0c\u4f46\u5728\u4e0d\u78ba\u5b9a\u6642\uff0c\u5b83\u6703\u9078\u64c7\u731c\u6e2c\u4e00\u500b\u6700\u53ef\u80fd\u7684\u7b54\u6848 \u3002<\/li><\/ul><p>\u5728\u73fe\u884c\u7684\u4e8c\u5143\u8a55\u5206\u57fa\u6e96\u4e0b\uff0c<\/p><p><span style=\"color: #99ccff\"><strong>\u6a21\u578b B \u7684\u5f97\u5206\u5e7e\u4e4e\u7e3d\u6703\u9ad8\u65bc\u6a21\u578b A<\/strong> <\/span>\u3002\u56e0\u70ba\u6a21\u578b B \u7684\u6bcf\u4e00\u6b21\u731c\u6e2c\u90fd\u6709\u53ef\u80fd\u5f97\u5206\uff0c\u800c\u6a21\u578b A \u7684\u6bcf\u4e00\u6b21\u300c\u8aa0\u5be6\u300d\u4f5c\u7b54\u90fd\u8a3b\u5b9a\u662f 0 \u5206\u3002<\/p><p>\u9019\u5c31\u5f62\u6210\u4e86\u4e00\u500b\u60e1\u6027\u5faa\u74b0\uff1a\u6a21\u578b\u958b\u767c\u8005\u70ba\u4e86\u8b93\u6a21\u578b\u5728\u6392\u884c\u699c\u4e0a\u540d\u5217\u524d\u8305\uff0c\u6703\u7121\u610f\u8b58\u5730\u9078\u64c7\u90a3\u4e9b\u66f4\u50be\u5411\u65bc\u300c\u731c\u6e2c\u300d\u7684\u8a13\u7df4\u7b56\u7565\u548c\u6a21\u578b\u8b8a\u9ad4\u3002\u9019\u5c0e\u81f4\u5e7b\u89ba\u9019\u7a2e\u731c\u6e2c\u884c\u70ba\uff0c\u5118\u7ba1\u5728\u5be6\u969b\u61c9\u7528\u4e2d\u6709\u5bb3\uff0c\u537b\u5728\u8a55\u4f30\u9ad4\u7cfb\u4e2d\u5f97\u5230\u4e86\u6301\u7e8c\u7684\u734e\u52f5\u548c\u5f37\u5316 \u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-eb3cf5e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"eb3cf5e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6e24514\" data-id=\"6e24514\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df3c747 elementor-widget elementor-widget-text-editor\" data-id=\"df3c747\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"color: #008080\"><strong>\u7834\u5c40\u4e4b\u8def\uff1a\u5982\u4f55\u5f15\u5c0e AI \u5b78\u6703\u300c\u8aa0\u5be6\u300d\uff1f<\/strong><\/span><\/h3><p>\u9762\u5c0d\u9019\u500b\u6839\u690d\u65bc\u9ad4\u7cfb\u4e2d\u7684\u96e3\u984c\uff0c\u8ad6\u6587\u8a8d\u70ba\uff0c\u50c5\u50c5\u958b\u767c\u66f4\u591a\u3001\u66f4\u597d\u7684\u5e7b\u89ba\u6aa2\u6e2c\u5de5\u5177\u662f\u6cbb\u6a19\u4e0d\u6cbb\u672c\u7684 \u3002\u771f\u6b63\u7684\u51fa\u8def\u5728\u65bc\u4e00\u5834\u300c\u793e\u6703\u6280\u8853\u5c64\u9762\u7684\u7de9\u89e3\u300d(socio-technical mitigation)\uff0c\u5373<\/p><p><span style=\"color: #99ccff\"><strong>\u5f9e\u6839\u672c\u4e0a\u6539\u9769\u90a3\u4e9b\u4e3b\u5c0e\u8457 AI \u767c\u5c55\u65b9\u5411\u7684\u4e3b\u6d41\u8a55\u4f30\u57fa\u6e96 \u3002<\/strong><\/span><\/p><p><span style=\"color: #cc99ff\"><strong>\u505c\u6b62\u61f2\u7f70\u4e0d\u78ba\u5b9a\u6027\uff1a\u5f9e\u6539\u8b8a\u8a55\u5206\u898f\u5247\u958b\u59cb<\/strong><\/span><\/p><p>\u6838\u5fc3\u601d\u60f3\u5f88\u7c21\u55ae\uff1a\u6211\u5011\u5fc5\u9808\u505c\u6b62\u61f2\u7f70 AI \u7684\u300c\u8aa0\u5be6\u300d\u3002\u9019\u610f\u5473\u8457\u8981\u4fee\u6539\u73fe\u6709\u8a55\u4f30\u7684\u8a08\u5206\u65b9\u5f0f\uff0c\u70ba\u8868\u793a\u4e0d\u78ba\u5b9a\u6027\u7684\u56de\u7b54\u63d0\u4f9b\u5408\u7406\u7684\u5f97\u5206\u7a7a\u9593 \u3002<\/p><p><span style=\"color: #cc99ff\"><strong>\u5f15\u5165\u300c\u4fe1\u5fc3\u4e2d\u4ecb\u300d\uff1a\u8b93 AI \u6b0a\u8861\u98a8\u96aa<\/strong><\/span><\/p><p>\u8ad6\u6587\u63d0\u51fa\u4e86\u4e00\u500b\u5177\u9ad4\u4e14\u53ef\u64cd\u4f5c\u7684\u65b9\u6848\uff1a\u5728\u8a55\u4f30\u554f\u984c\u4e2d\u5f15\u5165\u660e\u78ba\u7684\u300c\u4fe1\u5fc3\u4e2d\u4ecb\u300d(confidence targets) \u3002\u9019\u5c31\u50cf\u5728\u8003\u8a66\u8aaa\u660e\u4e2d\u63d0\u524d\u544a\u77e5\u5b78\u751f\u7b54\u932f\u6703\u5012\u6263\u5206\u4e00\u6a23\u3002<\/p><p>\u4f8b\u5982\uff0c\u53ef\u4ee5\u5728\u6bcf\u500b\u554f\u984c\u7684\u63d0\u793a\u4e2d\u52a0\u5165\u985e\u4f3c\u4ee5\u4e0b\u7684\u8aaa\u660e\uff1a<\/p><p><span style=\"color: #99ccff\"><strong>\u300c\u8acb\u50c5\u5728\u4f60\u5c0d\u7b54\u6848\u7684\u4fe1\u5fc3\u8d85\u904e 90% \u6642\u624d\u56de\u7b54\u3002\u6b63\u78ba\u7b54\u6848\u5f97 1 \u5206\uff0c\u932f\u8aa4\u7b54\u6848\u5c07\u88ab\u6263\u9664 9 \u5206\uff0c\u56de\u7b54\u300e\u6211\u4e0d\u77e5\u9053\u300f\u5f97 0 \u5206\u3002\u300d<\/strong><\/span><\/p><p>\u9019\u500b\u7c21\u55ae\u7684\u6539\u8b8a\u6703\u5e36\u4f86\u5de8\u5927\u7684\u5f71\u97ff\u3002\u5728\u9019\u7a2e\u8a55\u5206\u9ad4\u7cfb\u4e0b\uff0c\u4e00\u500b\u7406\u6027\u7684\u6a21\u578b\u6703\u8a08\u7b97\u5176\u56de\u7b54\u6b63\u78ba\u7684\u6a5f\u7387\u3002\u53ea\u6709\u7576\u9019\u500b\u6a5f\u7387\u9ad8\u65bc\u6307\u5b9a\u7684\u95be\u503c\uff08\u672c\u4f8b\u4e2d\u70ba 90%\uff09\u6642\uff0c\u56de\u7b54\u554f\u984c\u7684\u671f\u671b\u6536\u76ca\u624d\u6703\u662f\u6b63\u7684 \u3002\u5426\u5247\uff0c\u9078\u64c7\u56de\u7b54\u300c\u6211\u4e0d\u77e5\u9053\u300d\u4ee5\u7372\u5f97 0 \u5206\uff0c\u5c07\u662f\u66f4\u660e\u667a\u7684\u9078\u64c7\u3002<\/p><p>\u9019\u7a2e\u65b9\u6cd5\u7684\u512a\u9ede\u5728\u65bc\u5b83\u7684\u900f\u660e\u6027\u548c\u5ba2\u89c0\u6027 \u3002\u901a\u904e\u5728\u63d0\u793a\u4e2d\u660e\u78ba\u7d66\u51fa\u95be\u503c\uff0c\u8a55\u4f30\u4e0d\u518d\u96b1\u6666\u5730\u504f\u597d\u67d0\u7a2e\u884c\u70ba\uff0c\u800c\u662f\u70ba\u6240\u6709\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u500b\u516c\u5e73\u7684\u7af6\u6280\u5834\u3002<\/p><p><span style=\"color: #cc99ff\"><strong>\u8ffd\u6c42\u300c\u884c\u70ba\u6821\u6e96\u300d\uff1a\u5f9e\u8aaa\u5230\u505a\u7684\u8aa0\u5be6<\/strong><\/span><\/p><p>\u6700\u7d42\u7684\u76ee\u6a19\u662f\u5be6\u73fe\u300c\u884c\u70ba\u6821\u6e96\u300d(behavioral calibration) \u3002\u9019\u610f\u5473\u8457\u6a21\u578b\u4e0d\u50c5\u50c5\u662f\u8f38\u51fa\u4e00\u500b\u4fe1\u5ea6\u7684\u6578\u5b57\uff0c\u800c\u662f\u5176\u5be6\u969b\u884c\u52d5\uff08\u662f\u56de\u7b54\u3001\u62d2\u7d55\u56de\u7b54\u9084\u662f\u7d66\u51fa\u4e00\u500b\u66f4\u6a21\u7cca\u4f46\u5b89\u5168\u7684\u7b54\u6848\uff09\u80fd\u5920\u8207\u5176\u5167\u5728\u7684\u4fe1\u5fc3\u6c34\u5e73\u76f8\u5339\u914d \u3002<\/p><p>\u7576\u6a21\u578b\u88ab\u544a\u77e5\u4fe1\u5fc3\u95be\u503c\u70ba 90% \u6642\uff0c\u5b83\u53ef\u80fd\u6703\u9078\u64c7\u5c07\u4e00\u500b\u4e0d\u78ba\u5b9a\u7684\u7b54\u6848\u300c\u62ff\u7834\u5d19\u51fa\u751f\u65bc 1769 \u5e74 8 \u6708 15 \u65e5\u300d\u66ff\u63db\u70ba\u4e00\u500b\u5b83\u66f4\u6709\u628a\u63e1\u7684\u7b54\u6848\u300c\u62ff\u7834\u5d19\u51fa\u751f\u65bc 18 \u4e16\u7d00\u4e0b\u534a\u8449\u300d\u3002\u5f8c\u8005\u96d6\u7136\u8cc7\u8a0a\u91cf\u8f03\u5c11\uff0c\u4f46\u537b\u662f\u8aa0\u5be6\u4e14\u6b63\u78ba\u7684\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-61b6a11 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61b6a11\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1ec3d9f\" data-id=\"1ec3d9f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-63e5125 elementor-widget elementor-widget-text-editor\" data-id=\"63e5125\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"color: #008080\"><strong>\u7d50\u8ad6\uff1a\u91cd\u65b0\u6821\u6e96 AI \u7684\u672a\u4f86\uff1a\u5f9e\u300c\u61c9\u8a66\u8005\u300d\u5230\u300c\u5408\u4f5c\u5925\u4f34\u300d<\/strong><\/span><\/h3><p>\u300a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u70ba\u4f55\u6703\u7522\u751f\u5e7b\u89ba\u300b\u9019\u7bc7\u8ad6\u6587\u7684\u8ca2\u737b\u5728\u65bc\uff0c\u5b83\u5c07 AI \u5e7b\u89ba\u5f9e\u4e00\u500b\u4ee4\u4eba\u56f0\u60d1\u7684\u6280\u8853\u6545\u969c\uff0c\u91cd\u65b0\u5b9a\u7fa9\u70ba\u4e00\u500b\u6e90\u65bc\u7d71\u8a08\u539f\u7406\u548c\u8a55\u4f30\u9ad4\u7cfb\u504f\u5dee\u7684\u53ef\u89e3\u91cb\u73fe\u8c61 \u3002\u5e7b\u89ba\u7684\u7522\u751f\u6709\u5176\u7d71\u8a08\u4e0a\u7684\u5fc5\u7136\u6027\uff0c\u800c\u5b83\u7684\u6301\u7e8c\u5b58\u5728\uff0c\u5247\u662f\u56e0\u70ba\u6211\u5011\u73fe\u6709\u7684\u300c\u8003\u8a66\u5236\u5ea6\u300d\u6b63\u5728\u734e\u52f5\u6295\u6a5f\u53d6\u5de7\u7684\u300c\u8003\u751f\u300d \u3002<\/p><p>\u8981\u69cb\u5efa\u66f4\u503c\u5f97\u4fe1\u8cf4\u3001\u66f4\u53ef\u9760\u7684 AI\uff0c\u6211\u5011\u9700\u8981\u7684\u4e0d\u50c5\u662f\u66f4\u597d\u7684\u6f14\u7b97\u6cd5\uff0c\u66f4\u662f\u4e00\u5834\u8a55\u4f30\u54f2\u5b78\u7684\u8b8a\u9769\u3002\u901a\u904e\u4fee\u6539\u4e3b\u6d41\u8a55\u4f30\u57fa\u6e96\uff0c\u5f15\u5165\u4fe1\u5fc3\u4e2d\u4ecb\uff0c\u734e\u52f5\u800c\u975e\u61f2\u7f70\u5c0d\u4e0d\u78ba\u5b9a\u6027\u7684\u8aa0\u5be6\u8868\u9054\uff0c\u6211\u5011\u53ef\u4ee5\u91cd\u65b0\u6821\u6e96 AI \u7684\u767c\u5c55\u65b9\u5411 \u3002<\/p><p>\u9019\u689d\u8def\u5f91\u5c07\u5f15\u5c0e AI \u5f9e\u4e00\u500b\u53ea\u6703\u8ffd\u6c42\u9ad8\u5206\u7684\u300c\u61c9\u8a66\u8005\u300d\uff0c\u8f49\u8b8a\u70ba\u4e00\u500b\u80fd\u5920\u7406\u89e3\u81ea\u8eab\u77e5\u8b58\u908a\u754c\u3001\u5728\u95dc\u9375\u6642\u523b\u80fd\u5920\u8aaa\u51fa\u300c\u6211\u4e0d\u77e5\u9053\u300d\u7684\u3001\u771f\u6b63\u53ef\u9760\u7684\u667a\u6167\u300c\u5408\u4f5c\u5925\u4f34\u300d\u3002\u9019\u4e0d\u50c5\u662f\u6280\u8853\u4e0a\u7684\u9032\u6b65\uff0c\u66f4\u662f\u78ba\u4fdd\u4eba\u5de5\u667a\u6167\u5728\u672a\u4f86\u80fd\u4ee5\u66f4\u8ca0\u8cac\u4efb\u3001\u66f4\u6709\u76ca\u7684\u65b9\u5f0f\u878d\u5165\u6211\u5011\u793e\u6703\u7684\u95dc\u9375\u4e00\u6b65\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ab7d0fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ab7d0fe\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-20fef1b\" data-id=\"20fef1b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3c65f1e elementor-widget elementor-widget-text-editor\" data-id=\"3c65f1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u3010\u672c\u6587\u7531 AI \u5354\u52a9\u7522\u51fa\u3011<\/strong><\/p><p>\u300a\u672c\u6587\u8f49\u8f09\u81ea<span style=\"text-decoration: underline;color: #0000ff\"><a rel=\"noopener noreferrer\" style=\"color: #0000ff;text-decoration: underline\" href=\"https:\/\/www.stockfeel.com.tw\/?p=261735\">\u63ed\u958b AI \u5e7b\u89ba\u7684\u771f\u76f8\uff1a\u70ba\u4f55\u8a9e\u8a00\u6a21\u578b\u6703\u4e00\u672c\u6b63\u7d93\u5730\u80e1\u8aaa\u516b\u9053\uff1f<\/a><\/span>\uff0c\u7531<a rel=\"noopener noreferrer\" href=\"https:\/\/www.stockfeel.com.tw\/\"><span style=\"text-decoration: underline;color: #0000ff\">StockFeel\u80a1\u611f<\/span><\/a>\u6388\u6b0a\u8f49\u8f09\u3002\u300b<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ab3d96 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ab3d96\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-216f23e\" data-id=\"216f23e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-70c3ded elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"70c3ded\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;none&#039; stroke=&#039;black&#039; stroke-width=&#039;1&#039; stroke-linecap=&#039;square&#039; stroke-miterlimit=&#039;10&#039;%3E%3Cpolyline points=&#039;0,6 6,6 6,18 18,18 18,6 24,6 \t&#039;\/%3E%3C\/svg%3E&quot;);\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5f2ade1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5f2ade1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-61b34fa\" data-id=\"61b34fa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-601bd4e elementor-widget elementor-widget-text-editor\" data-id=\"601bd4e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div 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