{"id":2853,"date":"2026-10-09T11:18:43","date_gmt":"2026-10-09T03:18:43","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/"},"modified":"2026-10-09T17:36:30","modified_gmt":"2026-10-09T09:36:30","slug":"llm-source-decay","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/","title":{"rendered":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548"},"content":{"rendered":"<p><em>\u4f5c\u8005\uff1amaxaeo.cn\uff5c\u53d1\u5e03\u65e5\u671f\uff1a2026-10-09\uff5c\u66f4\u65b0\u65e5\u671f\uff1a2026-10-09<\/em><\/p>\n<p><strong>\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\u4e0d\u662f\u7edf\u4e00\u7684\u201c\u6bcf\u9694\u51e0\u5929\u5237\u65b0\u4e00\u6b21\u201d<\/strong>\uff0c\u800c\u662f\u6293\u53d6\u3001\u7d22\u5f15\u3001\u68c0\u7d22\u91cd\u6392\u548c\u7b54\u6848\u7f13\u5b58\u5171\u540c\u4f5c\u7528\u7684\u7ed3\u679c\u3002\u9875\u9762\u521a\u66f4\u65b0\uff0c\u4e0d\u4ee3\u8868 AI \u5df2\u91cd\u65b0\u8bfb\u53d6\uff1bAI \u5df2\u8bfb\u53d6\uff0c\u4e5f\u4e0d\u4ee3\u8868\u65b0\u5185\u5bb9\u4f1a\u7acb\u5373\u53d6\u4ee3\u65e7\u4fe1\u6e90\u3002<\/p>\n<p>\u4f01\u4e1a\u771f\u6b63\u9700\u8981\u5224\u65ad\u7684\u662f\uff1a\u65e7\u9875\u9762\u7684\u5f15\u7528\u6982\u7387\u4f55\u65f6\u4e0b\u964d\u3001\u65b0\u8bc1\u636e\u4f55\u65f6\u8fdb\u5165\u5019\u9009\u96c6\uff0c\u4ee5\u53ca\u54c1\u724c\u7b54\u6848\u53d1\u751f\u53d8\u5316\u540e\u80fd\u5426\u88ab\u53ca\u65f6\u53d1\u73b0\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\uff1f<\/h2>\n<p><strong>\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u662f\u6307\u67d0\u4e2a\u9875\u9762\u968f\u7740\u5185\u5bb9\u53d8\u65e7\u3001\u4e8b\u5b9e\u51b2\u7a81\u6216\u66ff\u4ee3\u7248\u672c\u51fa\u73b0\uff0c\u5728 AI \u56de\u7b54\u4e2d\u88ab\u53ec\u56de\u3001\u91c7\u7528\u548c\u5c55\u793a\u7684\u6982\u7387\u9010\u6b65\u4e0b\u964d<\/strong>\u3002\u5b83\u66f4\u63a5\u8fd1\u6982\u7387\u53d8\u5316\uff0c\u800c\u4e0d\u662f\u5230\u671f\u5373\u5931\u6548\u3002<\/p>\n<p>\u8870\u51cf\u901f\u5ea6\u53d6\u51b3\u4e8e\u95ee\u9898\u65f6\u6548\u6027\u3002\u4ef7\u683c\u3001\u4ea7\u54c1\u53c2\u6570\u3001\u653f\u7b56\u548c\u699c\u5355\u53d8\u5316\u5feb\uff1b\u54c1\u724c\u5386\u53f2\u3001\u57fa\u7840\u5b9a\u4e49\u548c\u957f\u671f\u65b9\u6cd5\u8bba\u53d8\u5316\u6162\u3002\u65e7\u9875\u9762\u5373\u4f7f\u8bed\u4e49\u9ad8\u5ea6\u76f8\u5173\uff0c\u4e5f\u53ef\u80fd\u56e0\u7248\u672c\u8fc7\u65f6\u800c\u88ab\u65b0\u8bc1\u636e\u66ff\u4ee3\uff1b\u53cd\u4e4b\uff0c\u6743\u5a01\u4e14\u7a33\u5b9a\u7684\u65e7\u8d44\u6599\u4ecd\u53ef\u80fd\u957f\u671f\u88ab\u5f15\u7528\u3002<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u4e0d\u5b58\u5728\u7edf\u4e00\u7684\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1f<\/h2>\n<p><strong>AI \u5f15\u7528\u66f4\u65b0\u81f3\u5c11\u53d7\u56db\u4e2a\u72ec\u7acb\u65f6\u949f\u63a7\u5236\u3002\u4efb\u4f55\u4e00\u5c42\u6ca1\u6709\u5237\u65b0\uff0c\u7528\u6237\u90fd\u53ef\u80fd\u7ee7\u7eed\u770b\u5230\u65e7\u7b54\u6848<\/strong>\u3002\u56e0\u6b64\uff0c\u201c\u9875\u9762\u53d1\u5e03\u4e03\u5929\u540e\u4e00\u5b9a\u751f\u6548\u201d\u4e4b\u7c7b\u7ed3\u8bba\u7f3a\u4e4f\u53ef\u9760\u4f9d\u636e\u3002<\/p>\n<div style=\"overflow-x:auto;\">\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u65f6\u949f<\/th>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u53d1\u751f\u4e86\u4ec0\u4e48<\/th>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u5e38\u89c1\u6ede\u540e\u539f\u56e0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6293\u53d6\u65f6\u949f<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u722c\u866b\u91cd\u65b0\u8bbf\u95ee\u9875\u9762<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u7ad9\u70b9\u6743\u91cd\u3001\u670d\u52a1\u5668\u72b6\u6001\u3001\u94fe\u63a5\u53d1\u73b0\u901f\u5ea6<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u7d22\u5f15\u65f6\u949f<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u9875\u9762\u88ab\u89e3\u6790\u3001\u5207\u7247\u5e76\u5199\u5165\u68c0\u7d22\u5e93<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">JavaScript \u6e32\u67d3\u3001\u91cd\u590d\u5185\u5bb9\u3001\u5207\u7247\u5931\u8d25<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u91cd\u6392\u65f6\u949f<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u65b0\u65e7\u4fe1\u6e90\u7ade\u4e89\u63a8\u8350\u4f4d\u7f6e<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u76f8\u5173\u6027\u3001\u6743\u5a01\u5ea6\u3001\u591a\u6e90\u4e00\u81f4\u6027\u3001\u65f6\u95f4\u9002\u914d<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u7f13\u5b58\u65f6\u949f<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u5e73\u53f0\u590d\u7528\u67e5\u8be2\u3001\u7f51\u5740\u6216\u7b54\u6848\u7f13\u5b58<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u67e5\u8be2\u76f8\u4f3c\u3001\u7f13\u5b58\u98ce\u9669\u9608\u503c\u3001\u8c03\u7528\u6210\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Google \u5b98\u65b9\u4e5f\u8bf4\u660e\uff0c\u91cd\u65b0\u6293\u53d6\u53ef\u80fd\u9700\u8981\u6570\u5929\u5230\u6570\u5468\uff0c\u91cd\u590d\u63d0\u4ea4\u5e76\u4e0d\u4f1a\u52a0\u5feb\u5904\u7406\uff0c\u800c\u4e14\u6293\u53d6\u4e0d\u7b49\u4e8e\u6536\u5f55\u3002\u8be5\u89c4\u5f8b\u4e0d\u80fd\u76f4\u63a5\u4ee3\u8868\u6240\u6709 AI \u5e73\u53f0\uff0c\u4f46\u8bf4\u660e\u516c\u5f00\u7f51\u7edc\u5185\u5bb9\u66f4\u65b0\u672c\u8eab\u5c31\u662f\u52a8\u6001\u8c03\u5ea6\u8fc7\u7a0b\u3002(<a href=\"https:\/\/developers.google.com\/search\/docs\/crawling-indexing\/ask-google-to-recrawl?hl=zh-CN\">developers.google.com<\/a>)<\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin:1.5em 0;\"><img decoding=\"async\" src=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/backend-5783-1.jpg\" alt=\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\u56db\u65f6\u949f\u793a\u610f\u56fe\" style=\"max-width:100%;height:auto;\"><\/figure>\n<h2>\u4fe1\u6e90\u534a\u8870\u671f\u5927\u7ea6\u6709\u591a\u957f\uff1f<\/h2>\n<p><strong>\u622a\u81f32026\u5e7410\u67089\u65e5\uff0c\u8f83\u6709\u53c2\u8003\u4ef7\u503c\u7684\u4e2d\u6587\u751f\u6210\u5f0f\u641c\u7d22\u5b9e\u8bc1\u6570\u636e\u662f\uff1a\u9ad8\u65f6\u6548\u67e5\u8be2\u7684\u5f15\u7528\u534a\u8870\u671f\u7ea639\u5929\uff0c\u4f4e\u65f6\u6548\u67e5\u8be2\u7ea668\u5929<\/strong>\u3002\u8fd9\u4e0d\u662f\u5e73\u53f0\u627f\u8bfa\uff0c\u4e5f\u4e0d\u8868\u793a\u9875\u9762\u5230\u671f\u540e\u5fc5\u7136\u6d88\u5931\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u8986\u76d6\u56db\u4e2a\u4e3b\u6d41\u5e73\u53f0\u7684\u516b\u7c7b\u7f51\u9875\u4e0e\u5e94\u7528\u754c\u9762\u3001614\u4e2a\u67e5\u8be2\u548c160,860\u6761\u6e05\u6d17\u540e\u5f15\u7528\u8bb0\u5f55\u3002\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u540c\u4e00\u5e73\u53f0\u7684\u7f51\u9875\u7aef\u4e0e\u5e94\u7528\u7aef\u4f1a\u7cfb\u7edf\u6027\u5730\u91c7\u7528\u4e0d\u540c\u4fe1\u6e90\u96c6\u5408\u3002\u7531\u6b64\u53ef\u89c1\uff0c\u534a\u8870\u671f\u5e94\u4f5c\u4e3a\u76d1\u6d4b\u7a97\u53e3\uff0c\u800c\u4e0d\u80fd\u88ab\u5f53\u4f5c\u56fa\u5b9a\u5237\u65b0\u5468\u671f\u3002(<a href=\"https:\/\/arxiv.org\/abs\/2607.15771\">arxiv.org<\/a>)<\/p>\n<h2>\u5982\u4f55\u5224\u65ad\u4e00\u4e2a\u5f15\u7528\u6e90\u6b63\u5728\u8870\u51cf\uff1f<\/h2>\n<p><strong>\u5224\u65ad\u4fe1\u6e90\u662f\u5426\u8870\u51cf\uff0c\u5e94\u540c\u65f6\u89c2\u5bdf\u65f6\u95f4\u3001\u7ade\u4e89\u548c\u7b54\u6848\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u800c\u4e0d\u662f\u53ea\u770b\u9875\u9762\u53d1\u5e03\u65e5\u671f<\/strong>\u3002\u672c\u6587\u63d0\u51fa\u201c\u5f15\u7528\u6709\u6548\u6743\u91cd\u4e94\u56e0\u5b50\u201d\u6846\u67b6\uff1a<\/p>\n<blockquote>\n<p>\u5f15\u7528\u6709\u6548\u6743\u91cd\uff1d\u8bed\u4e49\u76f8\u5173\u6027 \u00d7 \u65f6\u95f4\u9002\u914d\u5ea6 \u00d7 \u4fe1\u6e90\u53ef\u4fe1\u5ea6 \u00d7 \u591a\u6e90\u4e00\u81f4\u6027 \u00d7 \u53ef\u6293\u53d6\u6027\uff0d\u7248\u672c\u51b2\u7a81\u60e9\u7f5a<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e0d\u662f\u4efb\u4f55\u5e73\u53f0\u516c\u5f00\u7b97\u6cd5\uff0c\u800c\u662f\u4e00\u5957\u7528\u4e8e\u6392\u67e5\u7684\u5206\u6790\u6a21\u578b\u3002\u51fa\u73b0\u4ee5\u4e0b\u73b0\u8c61\u65f6\uff0c\u5e94\u4f18\u5148\u590d\u6d4b\uff1a<\/p>\n<ul>\n<li>\u54c1\u724c\u4ecd\u88ab\u63d0\u53ca\uff0c\u4f46\u63a8\u8350\u4f4d\u6b21\u6301\u7eed\u4e0b\u964d\uff1b<\/li>\n<li>AI \u5f15\u7528\u7b2c\u4e09\u65b9\u65e7\u9875\u9762\uff0c\u800c\u975e\u5b98\u7f51\u6700\u65b0\u7248\u672c\uff1b<\/li>\n<li>\u4e0d\u540c\u5e73\u53f0\u5bf9\u4ef7\u683c\u3001\u529f\u80fd\u6216\u516c\u53f8\u5c5e\u6027\u63cf\u8ff0\u4e0d\u4e00\u81f4\uff1b<\/li>\n<li>\u65b0\u9875\u9762\u5df2\u6536\u5f55\uff0c\u5374\u957f\u671f\u672a\u8fdb\u5165\u5f15\u7528\u6765\u6e90\uff1b<\/li>\n<li>\u7ade\u54c1\u5728\u76f8\u540c\u95ee\u9898\u4e0b\u83b7\u5f97\u66f4\u591a\u4e00\u81f4\u6027\u80cc\u4e66\u3002<\/li>\n<\/ul>\n<p>\u8bed\u4e49\u76f8\u4f3c\u5e76\u4e0d\u8db3\u4ee5\u4fdd\u8bc1\u53ef\u9760\u5f15\u7528\u30022026\u5e74\u7684\u4e00\u9879\u53d7\u63a7\u5b9e\u9a8c\u663e\u793a\uff0c\u52a0\u5165\u4fe1\u6e90\u53ef\u9760\u6027\u5148\u9a8c\u540e\uff0cPrecision@5\u75310.48\u63d0\u9ad8\u52300.72\uff0c\u4f46\u8be5\u7ed3\u679c\u6765\u81ea\u7279\u5b9a\u5065\u5eb7\u9886\u57df\u8bed\u6599\uff0c\u4e0d\u80fd\u76f4\u63a5\u5916\u63a8\u4e3a\u5546\u4e1a\u5e73\u53f0\u6548\u679c\u3002(<a href=\"https:\/\/arxiv.org\/abs\/2607.22584\">arxiv.org<\/a>)<\/p>\n<h2>\u5982\u4f55\u7f29\u77ed\u65b0\u5185\u5bb9\u8fdb\u5165\u5f15\u7528\u94fe\u7684\u65f6\u95f4\uff1f<\/h2>\n<p><strong>\u6709\u6548\u66f4\u65b0\u4e0d\u662f\u53cd\u590d\u4fee\u6539\u53d1\u5e03\u65e5\u671f\uff0c\u800c\u662f\u8ba9\u65b0\u7248\u672c\u66f4\u5bb9\u6613\u88ab\u53d1\u73b0\u3001\u7406\u89e3\u3001\u9a8c\u8bc1\u5e76\u53d6\u4ee3\u65e7\u8bc1\u636e<\/strong>\u3002\u53ef\u6309\u4ee5\u4e0b\u987a\u5e8f\u6267\u884c\uff1a<\/p>\n<ol>\n<li><strong>\u533a\u5206\u4e8b\u5b9e\u7c7b\u578b<\/strong>\uff1a\u5c06\u4ef7\u683c\u3001\u53c2\u6570\u3001\u653f\u7b56\u7b49\u9ad8\u6ce2\u52a8\u4e8b\u5b9e\u4e0e\u54c1\u724c\u5386\u53f2\u3001\u65b9\u6cd5\u5b9a\u4e49\u5206\u5f00\u7ba1\u7406\u3002<\/li>\n<li><strong>\u5efa\u7acb\u89c4\u8303\u9875\u9762<\/strong>\uff1a\u4e3a\u6838\u5fc3\u4e8b\u5b9e\u4fdd\u7559\u552f\u4e00\u4e3b\u9875\u9762\uff0c\u65e7\u7f51\u5740\u4f7f\u7528\u89c4\u8303\u5316\u6216\u91cd\u5b9a\u5411\uff0c\u51cf\u5c11\u7248\u672c\u7ade\u4e89\u3002<\/li>\n<li><strong>\u6807\u660e\u6709\u6548\u65f6\u95f4<\/strong>\uff1a\u5728\u6b63\u6587\u4e2d\u5199\u6e05\u9002\u7528\u65e5\u671f\u3001\u7248\u672c\u53f7\u548c\u53d8\u66f4\u5185\u5bb9\uff0c\u5e76\u540c\u6b65\u771f\u5b9e\u7684 <code>dateModified<\/code>\u3002<\/li>\n<li><strong>\u7edf\u4e00\u5916\u90e8\u8bc1\u636e<\/strong>\uff1a\u540c\u6b65\u66f4\u65b0\u884c\u4e1a\u76ee\u5f55\u3001\u5a92\u4f53\u8d44\u6599\u548c\u5408\u4f5c\u4f19\u4f34\u9875\u9762\uff0c\u907f\u514d\u5b98\u7f51\u4e0e\u7b2c\u4e09\u65b9\u4e92\u76f8\u51b2\u7a81\u3002<\/li>\n<li><strong>\u540c\u53e3\u5f84\u590d\u6d4b<\/strong>\uff1a\u56fa\u5b9a\u95ee\u9898\u3001\u5e73\u53f0\u3001\u7ade\u54c1\u548c\u91c7\u6837\u65f6\u95f4\uff0c\u6bd4\u8f83\u66f4\u65b0\u524d\u540e\u7684\u63d0\u53ca\u7387\u3001\u4f4d\u6b21\u53ca\u5f15\u7528\u7f51\u5740\u3002<\/li>\n<\/ol>\n<p>\u5185\u5bb9\u5c42\u9762\u8fd8\u5e94\u68c0\u67e5\u5207\u7247\u662f\u5426\u80fd\u72ec\u7acb\u8868\u8fbe\u7ed3\u8bba\u3002\u53ef\u7ed3\u5408<a href=\"https:\/\/maxaeo.cn\/blog\/rag-knowledge-weight\/\">\u4ece\u5411\u91cf\u53ec\u56de\u5230\u4fe1\u6e90\u91cd\u6392\u7684\u77e5\u8bc6\u5e93\u6743\u91cd\u65b9\u6cd5<\/a>\u4e0e<a href=\"https:\/\/maxaeo.cn\/blog\/llm-source-cross-validation\/\">\u5927\u6a21\u578b\u4fe1\u6e90\u4ea4\u53c9\u9a8c\u8bc1\u673a\u5236<\/a>\uff0c\u51cf\u5c11\u201c\u9875\u9762\u5b8c\u6574\u4f46\u5173\u952e\u6bb5\u843d\u65e0\u6cd5\u72ec\u7acb\u5f15\u7528\u201d\u7684\u95ee\u9898\u3002<\/p>\n<h2>\u4e0d\u540c\u5185\u5bb9\u5e94\u8be5\u591a\u4e45\u76d1\u6d4b\u4e00\u6b21\uff1f<\/h2>\n<p><strong>\u76d1\u6d4b\u9891\u7387\u5e94\u7531\u4e8b\u5b9e\u6ce2\u52a8\u6027\u548c\u5546\u4e1a\u5f71\u54cd\u5171\u540c\u51b3\u5b9a\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u5957\u752839\u5929\u621668\u5929<\/strong>\u3002\u4e0b\u8868\u662f\u53ef\u6267\u884c\u7684\u8d77\u59cb\u65b9\u6848\uff0c\u4e0d\u4ee3\u8868\u5e73\u53f0\u5237\u65b0\u627f\u8bfa\u3002<\/p>\n<div style=\"overflow-x:auto;\">\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u5185\u5bb9\u7c7b\u578b<\/th>\n<th style=\"text-align:right\">\u5efa\u8bae\u89c2\u5bdf\u9891\u7387<\/th>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u91cd\u70b9\u6307\u6807<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u4ef7\u683c\u3001\u4fc3\u9500\u3001\u7248\u672c\u3001\u653f\u7b56<\/td>\n<td style=\"text-align:right\">\u6bcf\u65e5<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u9519\u8bef\u4e8b\u5b9e\u3001\u65e7\u7f51\u5740\u5f15\u7528\u3001\u8d1f\u9762\u63cf\u8ff0<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u4ea7\u54c1\u80fd\u529b\u3001\u7ade\u54c1\u9009\u578b<\/td>\n<td style=\"text-align:right\">\u6bcf\u65e5\u6216\u6bcf\u5468<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u63d0\u53ca\u7387\u3001\u63a8\u8350\u4f4d\u6b21\u3001\u7ade\u54c1\u66ff\u6362<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u54c1\u724c\u4ecb\u7ecd\u3001\u884c\u4e1a\u65b9\u6848<\/td>\n<td style=\"text-align:right\">\u6bcf\u5468<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u5c5e\u6027\u51c6\u786e\u5ea6\u3001\u5f15\u7528\u6765\u6e90\u7ed3\u6784<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u5386\u53f2\u8d44\u6599\u3001\u57fa\u7840\u5b9a\u4e49<\/td>\n<td style=\"text-align:right\">\u6bcf\u6708<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u662f\u5426\u88ab\u65b0\u7248\u6216\u6743\u5a01\u6765\u6e90\u66ff\u4ee3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u65f6\u5e8f\u68c0\u7d22\u7814\u7a76\u8868\u660e\uff0c\u5f53\u65b0\u65e7\u6587\u6863\u9ad8\u5ea6\u76f8\u4f3c\u4f46\u6709\u6548\u671f\u4e0d\u540c\uff0c\u4ec5\u4f9d\u8d56\u8bed\u4e49\u76f8\u5173\u6027\u5bb9\u6613\u9009\u4e2d\u9519\u8bef\u7248\u672c\uff1b\u5c06\u65f6\u95f4\u6709\u6548\u6027\u52a0\u5165\u6392\u5e8f\uff0c\u5728\u7279\u5b9a\u57fa\u51c6\u4e2d\u53ef\u5e26\u6765\u6700\u9ad828.6%\u7684 nDCG@10 \u63d0\u5347\u3002(<a href=\"https:\/\/arxiv.org\/abs\/2609.11572\">arxiv.org<\/a>)<\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin:1.5em 0;\"><img decoding=\"async\" src=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/backend-5783-2.jpg\" alt=\"\u4e0d\u540c\u4e8b\u5b9e\u6ce2\u52a8\u6027\u5bf9\u5e94\u7684AI\u5f15\u7528\u76d1\u6d4b\u9891\u7387\u77e9\u9635\" style=\"max-width:100%;height:auto;\"><\/figure>\n<h2>\u5982\u4f55\u6293\u4f4f\u63a5\u8fd1\u63a8\u8350\u95e8\u69db\u7684\u201c\u4e34\u754c\u8bcd\u201d\uff1f<\/h2>\n<p><strong>\u4e34\u754c\u8bcd\u662f\u54c1\u724c\u5df2\u7ecf\u5076\u53d1\u8fdb\u5165 AI \u5019\u9009\u7b54\u6848\u3001\u4f46\u63d0\u53ca\u548c\u6392\u5e8f\u5c1a\u4e0d\u7a33\u5b9a\u7684\u95ee\u9898<\/strong>\u3002\u5b83\u4eec\u901a\u5e38\u6bd4\u5b8c\u5168\u6ca1\u6709\u54c1\u724c\u8ba4\u77e5\u7684\u95ee\u9898\u66f4\u503c\u5f97\u4f18\u5148\u6295\u5165\uff0c\u56e0\u4e3a\u7f3a\u53e3\u53ef\u80fd\u96c6\u4e2d\u5728\u5c11\u6570\u4fe1\u6e90\u3001\u5c5e\u6027\u6216\u8bc1\u636e\u4e0a\u3002<\/p>\n<p>\u7b5b\u9009\u65f6\u53ef\u67e5\u770b\uff1a\u54c1\u724c\u662f\u5426\u5076\u53d1\u51fa\u73b0\u3001\u7ade\u54c1\u5f15\u7528\u662f\u5426\u96c6\u4e2d\u5728\u5c11\u6570\u9875\u9762\u3001\u5b98\u7f51\u662f\u5426\u7f3a\u5c11\u53ef\u9a8c\u8bc1\u7b54\u6848\uff0c\u4ee5\u53ca\u65b0\u5185\u5bb9\u4e0a\u7ebf\u540e\u63a8\u8350\u4f4d\u6b21\u662f\u5426\u6ce2\u52a8\u3002\u518d\u901a\u8fc7<a href=\"https:\/\/maxaeo.cn\/blog\/competitor-source-tracking\/\">\u7ade\u54c1AI\u63a8\u8350\u6765\u6e90\u8ffd\u8e2a\u65b9\u6cd5<\/a>\u53cd\u5411\u627e\u5230\u9700\u8981\u8865\u9f50\u7684\u9ad8\u6743\u91cd\u8bc1\u636e\uff0c\u800c\u4e0d\u662f\u76f2\u76ee\u6279\u91cf\u53d1\u6587\u3002<\/p>\n<h2>\u6301\u7eed\u76d1\u6d4b\u4e3a\u4ec0\u4e48\u6bd4\u5355\u6b21\u8bca\u65ad\u66f4\u91cd\u8981\uff1f<\/h2>\n<p><strong>\u5355\u6b21\u6d4b\u8bd5\u53ea\u80fd\u8bb0\u5f55\u67d0\u4e00\u65f6\u523b\u7684\u7b54\u6848\uff0c\u65e0\u6cd5\u533a\u5206\u6b63\u5e38\u6ce2\u52a8\u3001\u7f13\u5b58\u590d\u7528\u548c\u771f\u6b63\u7684\u6743\u91cd\u8fc1\u79fb<\/strong>\u3002\u53ef\u9760\u5224\u65ad\u81f3\u5c11\u9700\u8981\u4fdd\u7559\u539f\u59cb\u56de\u7b54\u3001\u5f15\u7528\u7f51\u5740\u3001\u63d0\u53ca\u7387\u3001\u63a8\u8350\u4f4d\u6b21\u548c\u6d4b\u8bd5\u65f6\u95f4\u3002<\/p>\n<p>MaxAEO \u53ef\u5728\u8c46\u5305\u3001DeepSeek\u3001\u817e\u8baf\u5143\u5b9d\u3001\u901a\u4e49\u5343\u95ee\u3001\u6587\u5fc3\u4e00\u8a00\u3001Kimi\u7b499\u4e2a\u4e2d\u56fd\u5927\u9646 AI \u5e73\u53f0\u4e2d\u9009\u5b9a4\u4e2a\u8fdb\u884c\u6bcf\u65e5\u76d1\u6d4b\uff0c\u5e76\u8ffd\u8e2a\u63d0\u53ca\u7387\u3001\u6392\u5e8f\u3001\u60c5\u7eea\u4e0e\u5f15\u7528\u6765\u6e90\u3002\u4f01\u4e1a\u53ef\u5c06\u5185\u5bb9\u6539\u52a8\u65e5\u671f\u4e0e\u8d8b\u52bf\u66f2\u7ebf\u5bf9\u9f50\uff0c\u518d\u901a\u8fc7<a href=\"https:\/\/maxaeo.cn\/blog\/llm-churn-dashboard\/\">\u5927\u6a21\u578b\u63a8\u8350\u6d41\u5931\u7387\u76d1\u63a7\u6307\u6807<\/a>\u8bc6\u522b\u65b0\u4fe1\u6e90\u662f\u5426\u8fdb\u5165\u3001\u65e7\u6765\u6e90\u662f\u5426\u9000\u51fa\uff0c\u4ee5\u53ca\u7ade\u54c1\u662f\u5426\u6b63\u5728\u66ff\u6362\u54c1\u724c\u4f4d\u7f6e\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<h3>\u9875\u9762\u66f4\u65b0\u540e\uff0cAI\u591a\u4e45\u4f1a\u91cd\u65b0\u5f15\u7528\uff1f<\/h3>\n<p>\u6ca1\u6709\u7edf\u4e00\u65f6\u95f4\u3002\u9875\u9762\u9700\u8981\u4f9d\u6b21\u7ecf\u8fc7\u53d1\u73b0\u3001\u6293\u53d6\u3001\u89e3\u6790\u3001\u7d22\u5f15\u548c\u91cd\u6392\uff1b\u67d0\u4e9b\u7b54\u6848\u8fd8\u53ef\u80fd\u53d7\u7f13\u5b58\u5f71\u54cd\u3002\u9ad8\u6ce2\u52a8\u4e8b\u5b9e\u5e94\u6bcf\u65e5\u590d\u6d4b\uff0c\u7a33\u5b9a\u5185\u5bb9\u53ef\u6309\u5468\u6216\u6708\u89c2\u5bdf\u3002<\/p>\n<h3>\u4fee\u6539\u53d1\u5e03\u65e5\u671f\u80fd\u6062\u590d\u4fe1\u6e90\u6743\u91cd\u5417\uff1f<\/h3>\n<p>\u901a\u5e38\u4e0d\u80fd\u3002\u53ea\u6709\u5185\u5bb9\u53d1\u751f\u5b9e\u8d28\u53d8\u5316\uff0c\u4e14\u7248\u672c\u3001\u8bc1\u636e\u548c\u6b63\u6587\u4fdd\u6301\u4e00\u81f4\u65f6\uff0c\u66f4\u65b0\u65f6\u95f4\u624d\u5177\u6709\u5224\u65ad\u4ef7\u503c\u3002\u865a\u5047\u5237\u65b0\u65e5\u671f\u8fd8\u53ef\u80fd\u524a\u5f31\u53ef\u4fe1\u5ea6\u3002<\/p>\n<h3>\u5220\u9664\u65e7\u9875\u9762\u662f\u5426\u6bd4\u8986\u76d6\u66f4\u65b0\u66f4\u6709\u6548\uff1f<\/h3>\n<p>\u4e0d\u4e00\u5b9a\u3002\u5df2\u6709\u5f15\u7528\u548c\u5916\u90e8\u94fe\u63a5\u7684\u9875\u9762\u901a\u5e38\u66f4\u9002\u5408\u539f\u7f51\u5740\u66f4\u65b0\uff0c\u5e76\u6e05\u695a\u6807\u6ce8\u7248\u672c\u53d8\u5316\u3002\u53ea\u6709\u91cd\u590d\u3001\u9519\u8bef\u6216\u65e0\u6cd5\u7ef4\u62a4\u7684\u9875\u9762\uff0c\u624d\u8003\u8651\u91cd\u5b9a\u5411\u6216\u4e0b\u7ebf\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u641c\u7d22\u5f15\u64ce\u5df2\u6536\u5f55\uff0cAI\u4ecd\u5f15\u7528\u65e7\u5185\u5bb9\uff1f<\/h3>\n<p>\u6536\u5f55\u53ea\u8bf4\u660e\u9875\u9762\u8fdb\u5165\u67d0\u4e2a\u641c\u7d22\u7d22\u5f15\uff0c\u4e0d\u4ee3\u8868\u5b83\u5df2\u8fdb\u5165\u7279\u5b9a AI \u7684\u68c0\u7d22\u5e93\u3001\u901a\u8fc7\u91cd\u6392\u6216\u66ff\u6362\u7b54\u6848\u7f13\u5b58\u3002\u5e94\u5206\u522b\u68c0\u67e5\u6293\u53d6\u72b6\u6001\u3001\u5b9e\u4f53\u4e00\u81f4\u6027\u3001\u5f15\u7528\u6765\u6e90\u548c\u539f\u59cb\u56de\u7b54\u3002<\/p>\n<p><script type=\"application\/ld+json\">\n{\"@context\":\"https:\/\/schema.org\",\"@type\":\"Article\",\"author\":{\"@type\":\"Organization\",\"name\":\"maxaeo.cn\"},\"dateModified\":\"2026-10-09\",\"datePublished\":\"2026-10-09\",\"description\":\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\u5e76\u975e\u56fa\u5b9a\u5929\u6570\u3002\u672c\u6587\u7ed3\u5408\u4e2d\u6587\u751f\u6210\u5f0f\u641c\u7d22\u7814\u7a76\uff0c\u62c6\u89e3\u6293\u53d6\u3001\u7d22\u5f15\u3001\u91cd\u6392\u4e0e\u7f13\u5b58\u56db\u7c7b\u65f6\u949f\uff0c\u63d0\u4f9b\u4fe1\u6e90\u534a\u8870\u671f\u5224\u65ad\u6846\u67b6\u3001\u66f4\u65b0\u4f18\u5148\u7ea7\u548c\u6301\u7eed\u76d1\u6d4b\u65b9\u6cd5\uff0c\u5e2e\u52a9\u54c1\u724c\u51cf\u5c11\u65e7\u4fe1\u606f\u88ab\u5f15\u7528\u5e76\u628a\u63e1\u63a8\u8350\u4e34\u754c\u8bcd\u3002\",\"headline\":\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548\",\"image\":\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg\",\"publisher\":{\"@type\":\"Organization\",\"name\":\"maxaeo.cn\"}}\n<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\u5e76\u975e\u56fa\u5b9a\u5929\u6570\u3002\u672c\u6587\u7ed3\u5408\u4e2d\u6587\u751f\u6210\u5f0f\u641c\u7d22\u7814\u7a76\uff0c\u62c6\u89e3\u6293\u53d6\u3001\u7d22\u5f15\u3001\u91cd\u6392\u4e0e\u7f13\u5b58\u56db\u7c7b\u65f6\u949f\uff0c\u63d0\u4f9b\u4fe1\u6e90\u534a\u8870\u671f\u5224\u65ad\u6846\u67b6\u3001\u66f4\u65b0\u4f18\u5148\u7ea7\u548c\u6301\u7eed\u76d1\u6d4b\u65b9\u6cd5\uff0c\u5e2e\u52a9\u54c1\u724c\u51cf\u5c11\u65e7\u4fe1\u606f\u88ab\u5f15\u7528\u5e76\u628a\u63e1\u63a8\u8350\u4e34\u754c\u8bcd\u3002<\/p>\n","protected":false},"author":1,"featured_media":2852,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[157],"tags":[],"class_list":["post-2853","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-search-optimization"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548 - MaxAEO<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548 - MaxAEO\" \/>\n<meta property=\"og:description\" content=\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\u5e76\u975e\u56fa\u5b9a\u5929\u6570\u3002\u672c\u6587\u7ed3\u5408\u4e2d\u6587\u751f\u6210\u5f0f\u641c\u7d22\u7814\u7a76\uff0c\u62c6\u89e3\u6293\u53d6\u3001\u7d22\u5f15\u3001\u91cd\u6392\u4e0e\u7f13\u5b58\u56db\u7c7b\u65f6\u949f\uff0c\u63d0\u4f9b\u4fe1\u6e90\u534a\u8870\u671f\u5224\u65ad\u6846\u67b6\u3001\u66f4\u65b0\u4f18\u5148\u7ea7\u548c\u6301\u7eed\u76d1\u6d4b\u65b9\u6cd5\uff0c\u5e2e\u52a9\u54c1\u724c\u51cf\u5c11\u65e7\u4fe1\u606f\u88ab\u5f15\u7528\u5e76\u628a\u63e1\u63a8\u8350\u4e34\u754c\u8bcd\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/\" \/>\n<meta property=\"og:site_name\" content=\"MaxAEO\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-09T03:18:43+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-09T09:36:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1412\" \/>\n\t<meta property=\"og:image:height\" content=\"941\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"MaxAEO Research Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"MaxAEO Research Team\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/\"},\"author\":{\"name\":\"MaxAEO Research Team\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/#\\\/schema\\\/person\\\/818dbb43b399bb858d62620094c83588\"},\"headline\":\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548\",\"datePublished\":\"2026-10-09T03:18:43+00:00\",\"dateModified\":\"2026-10-09T09:36:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/\"},\"wordCount\":34,\"image\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/art-9470-cover.jpg\",\"articleSection\":[\"AI\u641c\u7d22\u4f18\u5316\"],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/\",\"url\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/\",\"name\":\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548 - MaxAEO\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/art-9470-cover.jpg\",\"datePublished\":\"2026-10-09T03:18:43+00:00\",\"dateModified\":\"2026-10-09T09:36:30+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/#\\\/schema\\\/person\\\/818dbb43b399bb858d62620094c83588\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#primaryimage\",\"url\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/art-9470-cover.jpg\",\"contentUrl\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/art-9470-cover.jpg\",\"width\":1412,\"height\":941,\"caption\":\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/llm-source-decay\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/\",\"name\":\"MaxAEO\",\"description\":\"AI\u641c\u7d22\u4f18\u5316\u4e0e\u54c1\u724cAI\u53ef\u89c1\u6027\u5e73\u53f0\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/maxaeo.cn\\\/blog\\\/#\\\/schema\\\/person\\\/818dbb43b399bb858d62620094c83588\",\"name\":\"MaxAEO Research Team\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a133694f8ee6db56a1e3337981bd0066489101fe61ea1658f3a547a638b3b57d?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a133694f8ee6db56a1e3337981bd0066489101fe61ea1658f3a547a638b3b57d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a133694f8ee6db56a1e3337981bd0066489101fe61ea1658f3a547a638b3b57d?s=96&d=mm&r=g\",\"caption\":\"MaxAEO Research Team\"},\"description\":\"MaxAEO \u5b98\u65b9\u7814\u7a76\u4e0e\u5185\u5bb9\u56e2\u961f\uff0c\u5173\u6ce8 AI \u641c\u7d22\u4f18\u5316\u3001GEO\u3001\u54c1\u724c AI \u53ef\u89c1\u6027\u4e0e AI \u5f15\u7528\u6765\u6e90\u3002\",\"sameAs\":[\"https:\\\/\\\/maxaeo.cn\\\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548 - MaxAEO","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548 - MaxAEO","og_description":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\u5e76\u975e\u56fa\u5b9a\u5929\u6570\u3002\u672c\u6587\u7ed3\u5408\u4e2d\u6587\u751f\u6210\u5f0f\u641c\u7d22\u7814\u7a76\uff0c\u62c6\u89e3\u6293\u53d6\u3001\u7d22\u5f15\u3001\u91cd\u6392\u4e0e\u7f13\u5b58\u56db\u7c7b\u65f6\u949f\uff0c\u63d0\u4f9b\u4fe1\u6e90\u534a\u8870\u671f\u5224\u65ad\u6846\u67b6\u3001\u66f4\u65b0\u4f18\u5148\u7ea7\u548c\u6301\u7eed\u76d1\u6d4b\u65b9\u6cd5\uff0c\u5e2e\u52a9\u54c1\u724c\u51cf\u5c11\u65e7\u4fe1\u606f\u88ab\u5f15\u7528\u5e76\u628a\u63e1\u63a8\u8350\u4e34\u754c\u8bcd\u3002","og_url":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/","og_site_name":"MaxAEO","article_published_time":"2026-10-09T03:18:43+00:00","article_modified_time":"2026-10-09T09:36:30+00:00","og_image":[{"width":1412,"height":941,"url":"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg","type":"image\/jpeg"}],"author":"MaxAEO Research Team","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"MaxAEO Research Team"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#article","isPartOf":{"@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/"},"author":{"name":"MaxAEO Research Team","@id":"https:\/\/maxaeo.cn\/blog\/#\/schema\/person\/818dbb43b399bb858d62620094c83588"},"headline":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548","datePublished":"2026-10-09T03:18:43+00:00","dateModified":"2026-10-09T09:36:30+00:00","mainEntityOfPage":{"@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/"},"wordCount":34,"image":{"@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#primaryimage"},"thumbnailUrl":"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg","articleSection":["AI\u641c\u7d22\u4f18\u5316"],"inLanguage":"zh-Hans"},{"@type":"WebPage","@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/","url":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/","name":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548 - MaxAEO","isPartOf":{"@id":"https:\/\/maxaeo.cn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#primaryimage"},"image":{"@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#primaryimage"},"thumbnailUrl":"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg","datePublished":"2026-10-09T03:18:43+00:00","dateModified":"2026-10-09T09:36:30+00:00","author":{"@id":"https:\/\/maxaeo.cn\/blog\/#\/schema\/person\/818dbb43b399bb858d62620094c83588"},"breadcrumb":{"@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/maxaeo.cn\/blog\/llm-source-decay\/"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#primaryimage","url":"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg","contentUrl":"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/art-9470-cover.jpg","width":1412,"height":941,"caption":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548"},{"@type":"BreadcrumbList","@id":"https:\/\/maxaeo.cn\/blog\/llm-source-decay\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/maxaeo.cn\/blog\/"},{"@type":"ListItem","position":2,"name":"\u5927\u6a21\u578b\u5f15\u7528\u6e90\u8870\u51cf\u4e0e\u6743\u91cd\u66f4\u65b0\u5468\u671f\uff1a\u5224\u65ad\u4fe1\u6e90\u4f55\u65f6\u5931\u6548"}]},{"@type":"WebSite","@id":"https:\/\/maxaeo.cn\/blog\/#website","url":"https:\/\/maxaeo.cn\/blog\/","name":"MaxAEO","description":"AI\u641c\u7d22\u4f18\u5316\u4e0e\u54c1\u724cAI\u53ef\u89c1\u6027\u5e73\u53f0","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/maxaeo.cn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/maxaeo.cn\/blog\/#\/schema\/person\/818dbb43b399bb858d62620094c83588","name":"MaxAEO Research Team","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/secure.gravatar.com\/avatar\/a133694f8ee6db56a1e3337981bd0066489101fe61ea1658f3a547a638b3b57d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a133694f8ee6db56a1e3337981bd0066489101fe61ea1658f3a547a638b3b57d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a133694f8ee6db56a1e3337981bd0066489101fe61ea1658f3a547a638b3b57d?s=96&d=mm&r=g","caption":"MaxAEO Research Team"},"description":"MaxAEO \u5b98\u65b9\u7814\u7a76\u4e0e\u5185\u5bb9\u56e2\u961f\uff0c\u5173\u6ce8 AI \u641c\u7d22\u4f18\u5316\u3001GEO\u3001\u54c1\u724c AI \u53ef\u89c1\u6027\u4e0e AI \u5f15\u7528\u6765\u6e90\u3002","sameAs":["https:\/\/maxaeo.cn\/"]}]}},"_links":{"self":[{"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/posts\/2853","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/comments?post=2853"}],"version-history":[{"count":1,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/posts\/2853\/revisions"}],"predecessor-version":[{"id":3078,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/posts\/2853\/revisions\/3078"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/media\/2852"}],"wp:attachment":[{"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/media?parent=2853"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/categories?post=2853"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/maxaeo.cn\/blog\/wp-json\/wp\/v2\/tags?post=2853"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}