{"id":5028,"date":"2024-11-08T12:30:55","date_gmt":"2024-11-08T04:30:55","guid":{"rendered":"https:\/\/nullthought.net\/?p=5028"},"modified":"2024-11-08T12:30:56","modified_gmt":"2024-11-08T04:30:56","slug":"%e5%85%b3%e7%b3%bb%e5%a4%8d%e6%9d%82%ef%bc%81%e5%af%b9%e7%bd%91%e7%bb%9c%e6%95%b0%e6%8d%ae%e9%9b%86%e4%b9%8b%e9%97%b4%e5%85%b3%e7%b3%bb%e7%9a%84%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5028","title":{"rendered":"\u5173\u7cfb\u590d\u6742\uff01\u5bf9\u7f51\u7edc\u6570\u636e\u96c6\u4e4b\u95f4\u5173\u7cfb\u7684\u5206\u6790"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2408.14636\" target=\"_blank\" rel=\"noreferrer noopener\">Relationships are Complicated! An Analysis of Relationships Between Datasets on the Web<\/a><\/strong>\uff08\u300a\u5173\u7cfb\u5f88\u590d\u6742\uff01\u5bf9\u7f51\u7edc\u6570\u636e\u96c6\u4e4b\u95f4\u5173\u7cfb\u7684\u5206\u6790\u300b\uff09\u7531Google\u7814\u7a76\u56e2\u961f\u7684Kate Lin\u3001Tarfah Alrashed\u548cNatasha Noy\u64b0\u5199\uff0c\u7814\u7a76\u4e86\u7f51\u7edc\u4e0a\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u4ece\u7528\u6237\u5982\u4f55\u53d1\u73b0\u3001\u4f7f\u7528\u548c\u5171\u4eab\u6570\u636e\u96c6\u7684\u89d2\u5ea6\u6765\u7406\u89e3\u8fd9\u4e9b\u5173\u7cfb\u7684\u610f\u4e49\u548c\u5e94\u7528\u3002\u8bba\u6587\u7684\u6838\u5fc3\u662f\u63d0\u51fa\u4e00\u79cd\u5168\u9762\u7684\u6570\u636e\u96c6\u5173\u7cfb\u5206\u7c7b\u4f53\u7cfb\uff0c\u5e76\u63a2\u7d22\u8fd9\u4e9b\u5173\u7cfb\u5728\u7528\u6237\u4efb\u52a1\u4e2d\u7684\u4f5c\u7528\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u8bc6\u522b\u8fd9\u4e9b\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"636\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-7-1024x636.png\" alt=\"\" class=\"wp-image-5029\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-7-1024x636.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-7-300x186.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-7-768x477.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/11\/image-7.png 1242w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/research.google\/blog\/relationships-are-complicated-an-analysis-of-relationships-between-datasets-on-the-web\/\" target=\"_blank\" rel=\"noreferrer noopener\">Relationships are complicated! An analysis of relationships between datasets on the Web<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u7814\u7a76\u80cc\u666f\u548c\u52a8\u673a<\/h4>\n\n\n\n<p>\u968f\u7740\u79d1\u5b66\u7814\u7a76\u5bf9\u5f00\u653e\u6570\u636e\u7684\u4f9d\u8d56\u8d8a\u6765\u8d8a\u9ad8\uff0c\u6570\u636e\u96c6\u7684\u53d1\u5e03\u91cf\u5448\u73b0\u51fa\u5feb\u901f\u589e\u957f\u7684\u8d8b\u52bf\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u79d1\u5b66\u51fa\u7248\u7269\uff0c\u6570\u636e\u96c6\u901a\u5e38\u4e0d\u662f\u9759\u6001\u6216\u72ec\u7acb\u7684\uff0c\u5b83\u4eec\u53ef\u80fd\u5b58\u5728\u591a\u4e2a\u7248\u672c\uff0c\u6216\u8005\u88ab\u7814\u7a76\u8005\u91cd\u65b0\u7ec4\u5408\u3001\u6d3e\u751f\u51fa\u65b0\u7684\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u5177\u6709\u91cd\u8981\u7684\u5b9e\u9645\u610f\u4e49\uff0c\u4f8b\u5982\u5728\u9a8c\u8bc1\u7814\u7a76\u7ed3\u679c\u65f6\u9700\u8981\u7cbe\u786e\u5730\u77e5\u9053\u4f5c\u8005\u4f7f\u7528\u4e86\u54ea\u4e2a\u6570\u636e\u96c6\u7684\u7248\u672c\uff0c\u6216\u8005\u5728\u8bc4\u4f30\u6570\u636e\u7684\u53ef\u4fe1\u5ea6\u65f6\uff0c\u7528\u6237\u53ef\u80fd\u5e0c\u671b\u627e\u5230\u6765\u81ea\u4ed6\u4eec\u4fe1\u4efb\u7684\u5b58\u50a8\u5e93\u4e2d\u7684\u6570\u636e\u7248\u672c\u3002\u56e0\u6b64\uff0c\u7406\u89e3\u8fd9\u4e9b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5bf9\u4e8e\u6570\u636e\u7684\u9009\u62e9\u3001\u4f7f\u7528\u3001\u6574\u5408\u548c\u53ef\u4fe1\u5ea6\u8bc4\u4f30\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6570\u636e\u96c6\u5173\u7cfb\u7684\u5168\u9762\u5206\u7c7b<\/h4>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u9762\u7684\u6570\u636e\u96c6\u5173\u7cfb\u5206\u7c7b\u4f53\u7cfb\uff0c\u65e8\u5728\u7406\u89e3\u7f51\u7edc\u4e0a\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5404\u79cd\u5173\u7cfb\u3002\u4f5c\u8005\u5c06\u8fd9\u4e9b\u5173\u7cfb\u5206\u4e3a\u57fa\u4e8e\u6765\u6e90\u7684\u5173\u7cfb\u548c\u975e\u57fa\u4e8e\u6765\u6e90\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.1 \u57fa\u4e8e\u6765\u6e90\u7684\u5173\u7cfb<\/h5>\n\n\n\n<p>\u57fa\u4e8e\u6765\u6e90\u7684\u5173\u7cfb\u4e3b\u8981\u96c6\u4e2d\u4e8e\u6570\u636e\u96c6\u7684\u751f\u6210\u3001\u6d3e\u751f\u53ca\u5176\u53d8\u5316\u8fc7\u7a0b\u3002\u8fd9\u7c7b\u5173\u7cfb\u6d89\u53ca\u6570\u636e\u96c6\u7684\u7248\u672c\u63a7\u5236\u3001\u5b50\u96c6\u63d0\u53d6\u3001\u6d3e\u751f\u5173\u7cfb\u7b49\u3002\u5177\u4f53\u5305\u62ec\u4ee5\u4e0b\u51e0\u79cd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u526f\u672c\u5173\u7cfb\uff08Replica\uff09<\/strong>\uff1a\u4e24\u4e2a\u6570\u636e\u96c6\u662f\u5f7c\u6b64\u7684\u526f\u672c\uff0c\u610f\u5473\u7740\u5b83\u4eec\u5728\u5185\u5bb9\u4e0a\u5b8c\u5168\u76f8\u540c\uff0c\u4f46\u53d1\u5e03\u4e8e\u4e0d\u540c\u7684\u5e73\u53f0\u6216\u7f51\u7ad9\u4e0a\u3002\u4f8b\u5982\uff0c\u6b27\u6d32\u6570\u636e\u95e8\u6237\u53ef\u80fd\u4f1a\u805a\u5408\u5404\u6210\u5458\u56fd\u7684\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u8fd9\u4e9b\u56fd\u5bb6\u7684\u6570\u636e\u96c6\u4f1a\u5728\u591a\u4e2a\u5730\u65b9\u91cd\u590d\u53d1\u5e03\u3002\u8bc6\u522b\u526f\u672c\u5173\u7cfb\u5bf9\u4e8e\u7528\u6237\u9009\u62e9\u53ef\u4fe1\u6765\u6e90\u3001\u907f\u514d\u91cd\u590d\u4e0b\u8f7d\u76f8\u540c\u6570\u636e\u975e\u5e38\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u7248\u672c\u5173\u7cfb\uff08Version and Revision\uff09<\/strong>\uff1a\u4e24\u4e2a\u6570\u636e\u96c6\u662f\u5f7c\u6b64\u7684\u7248\u672c\u6216\u4fee\u8ba2\uff0c\u610f\u5473\u7740\u5b83\u4eec\u6765\u6e90\u76f8\u540c\uff0c\u4f46\u5728\u5185\u5bb9\u4e0a\u5b58\u5728\u67d0\u4e9b\u5dee\u5f02\u3002\u901a\u5e38\uff0c\u7248\u672c\u4e4b\u95f4\u7684\u53d8\u5316\u53ef\u80fd\u662f\u7531\u4e8e\u6570\u636e\u7684\u589e\u52a0\u3001\u9519\u8bef\u7684\u4fee\u6b63\uff0c\u6216\u8005\u7ed3\u6784\u7684\u8c03\u6574\u3002\u8fd9\u79cd\u5173\u7cfb\u5bf9\u4e8e\u786e\u4fdd\u6570\u636e\u7684\u53ef\u91cd\u590d\u6027\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728\u79d1\u5b66\u7814\u7a76\u4e2d\uff0c\u660e\u786e\u4f7f\u7528\u7684\u5177\u4f53\u7248\u672c\u6709\u52a9\u4e8e\u4fdd\u8bc1\u7ed3\u679c\u7684\u51c6\u786e\u548c\u53ef\u8ffd\u6eaf\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5b50\u96c6\u5173\u7cfb\uff08Subset\uff09<\/strong>\uff1a\u4e00\u4e2a\u6570\u636e\u96c6\u662f\u53e6\u4e00\u4e2a\u6570\u636e\u96c6\u7684\u5b50\u96c6\uff0c\u5373\u5b83\u662f\u4ece\u66f4\u5927\u7684\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u7684\u4e00\u90e8\u5206\u6570\u636e\u3002\u4f8b\u5982\uff0c\u7f8e\u56fd\u4eba\u53e3\u666e\u67e5\u5c40\u53d1\u5e03\u7684\u7edf\u8ba1\u6570\u636e\u53ef\u80fd\u5305\u542b\u6309\u5e74\u3001\u6309\u5730\u533a\u7684\u6570\u636e\u5b50\u96c6\u3002\u7406\u89e3\u5b50\u96c6\u5173\u7cfb\u6709\u52a9\u4e8e\u7528\u6237\u66f4\u597d\u5730\u5bf9\u6570\u636e\u8fdb\u884c\u7b5b\u9009\u548c\u5b9a\u4f4d\uff0c\u4ece\u800c\u9009\u62e9\u6700\u9002\u5408\u7684\u90e8\u5206\u7528\u4e8e\u7279\u5b9a\u7684\u5206\u6790\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u6d3e\u751f\u5173\u7cfb\uff08Derivation\uff09<\/strong>\uff1a\u6d3e\u751f\u6570\u636e\u96c6\u901a\u8fc7\u5bf9\u4e00\u4e2a\u6216\u591a\u4e2a\u539f\u59cb\u6570\u636e\u96c6\u7684\u52a0\u5de5\u3001\u8f6c\u6362\u6216\u805a\u5408\u800c\u5f97\u5230\u3002\u8fd9\u79cd\u5173\u7cfb\u7684\u5b58\u5728\u8868\u660e\u6d3e\u751f\u6570\u636e\u96c6\u5728\u67d0\u4e9b\u65b9\u9762\u5bf9\u539f\u59cb\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u589e\u503c\u5904\u7406\u3002\u4f8b\u5982\uff0c\u5c06\u591a\u4e2a\u6c14\u8c61\u6570\u636e\u96c6\u6c47\u603b\u6210\u4e00\u4e2a\u5168\u56fd\u6027\u7684\u5929\u6c14\u7edf\u8ba1\u6570\u636e\u96c6\u5c31\u662f\u4e00\u79cd\u6d3e\u751f\u5173\u7cfb\u3002<\/li>\n\n\n\n<li><strong>\u53d8\u4f53\u5173\u7cfb\uff08Variant\uff09<\/strong>\uff1a\u53d8\u4f53\u5173\u7cfb\u6307\u4e24\u4e2a\u6570\u636e\u96c6\u5171\u4eab\u76f8\u540c\u7684\u6765\u6e90\u548c\u6536\u96c6\u65b9\u5f0f\uff0c\u4f46\u5728\u67d0\u4e9b\u7279\u5b9a\u7ef4\u5ea6\u4e0a\u6709\u6240\u4e0d\u540c\uff0c\u4f8b\u5982\u65f6\u95f4\u6216\u7a7a\u95f4\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u67d0\u4e2a\u6570\u636e\u96c6\u53ef\u80fd\u5305\u542b\u4e0d\u540c\u5e74\u4efd\u7684\u6c14\u8c61\u6570\u636e\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u96c6\u662f\u5f7c\u6b64\u7684\u53d8\u4f53\u3002\u53d8\u4f53\u5173\u7cfb\u4f7f\u5f97\u7528\u6237\u80fd\u591f\u5728\u4e0d\u540c\u6761\u4ef6\u4e0b\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\uff0c\u4ee5\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u6f5c\u5728\u89c4\u5f8b\u548c\u8d8b\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2.2 \u975e\u57fa\u4e8e\u6765\u6e90\u7684\u5173\u7cfb<\/h5>\n\n\n\n<p>\u975e\u57fa\u4e8e\u6765\u6e90\u7684\u5173\u7cfb\u5219\u662f\u540e\u5929\u4ea7\u751f\u7684\uff0c\u5b83\u4eec\u4e0e\u6570\u636e\u96c6\u7684\u4f7f\u7528\u573a\u666f\u3001\u5185\u5bb9\u76f8\u4f3c\u6027\u3001\u4efb\u52a1\u76f8\u5173\u6027\u7b49\u56e0\u7d20\u6709\u5173\u3002\u5177\u4f53\u5305\u62ec\u4ee5\u4e0b\u51e0\u79cd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3b\u9898\u76f8\u4f3c\u5173\u7cfb\uff08Topically Similar\uff09<\/strong>\uff1a\u6570\u636e\u96c6\u5728\u4e3b\u9898\u6216\u5185\u5bb9\u4e0a\u76f8\u4f3c\uff0c\u4f8b\u5982\u6d89\u53ca\u76f8\u540c\u7814\u7a76\u9886\u57df\u4f46\u5177\u4f53\u6307\u6807\u4e0d\u540c\u7684\u4e24\u4e2a\u6570\u636e\u96c6\u3002\u4e3b\u9898\u76f8\u4f3c\u6027\u5173\u7cfb\u5e2e\u52a9\u7528\u6237\u5728\u5bfb\u627e\u7279\u5b9a\u4e3b\u9898\u7684\u6570\u636e\u65f6\uff0c\u627e\u5230\u8986\u76d6\u7c7b\u4f3c\u4e3b\u9898\u7684\u66ff\u4ee3\u6570\u636e\u96c6\uff0c\u4ee5\u4fbf\u8fdb\u884c\u66f4\u52a0\u5168\u9762\u7684\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u76f8\u4f3c\u5173\u7cfb\uff08Task-similar\uff09<\/strong>\uff1a\u4efb\u52a1\u76f8\u4f3c\u6027\u6307\u7684\u662f\u4e24\u4e2a\u6570\u636e\u96c6\u9002\u5408\u5b8c\u6210\u76f8\u4f3c\u7684\u4efb\u52a1\uff0c\u5c3d\u7ba1\u5b83\u4eec\u7684\u5177\u4f53\u5185\u5bb9\u548c\u6570\u636e\u7ed3\u6784\u53ef\u80fd\u4e0d\u540c\u3002\u4f8b\u5982\uff0c\u4e0d\u540c\u7c7b\u578b\u7684\u4ea4\u901a\u6570\u636e\u96c6\u53ef\u80fd\u90fd\u9002\u7528\u4e8e\u4ea4\u901a\u6d41\u91cf\u9884\u6d4b\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u96c6\u6210\u5173\u7cfb\uff08Integratable\uff09<\/strong>\uff1a\u4e24\u4e2a\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u53ef\u96c6\u6210\u5173\u7cfb\u610f\u5473\u7740\u5b83\u4eec\u53ef\u4ee5\u901a\u8fc7\u67d0\u4e9b\u516c\u5171\u5b57\u6bb5\u6216\u5916\u952e\u8fdb\u884c\u6574\u5408\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u4ea4\u901a\u4e8b\u6545\u6570\u636e\u96c6\u53ef\u4ee5\u901a\u8fc7\u4f4d\u7f6e\u548c\u65f6\u95f4\u5b57\u6bb5\u4e0e\u4ea4\u901a\u6d41\u91cf\u6570\u636e\u96c6\u8fdb\u884c\u5173\u8054\uff0c\u4ece\u800c\u8fdb\u884c\u66f4\u52a0\u6df1\u5165\u7684\u5206\u6790\u3002\u8fd9\u7c7b\u5173\u7cfb\u6709\u52a9\u4e8e\u7528\u6237\u5c06\u591a\u79cd\u6570\u636e\u6765\u6e90\u6574\u5408\u8d77\u6765\uff0c\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u77e5\u8bc6\u53d1\u73b0\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u6570\u636e\u96c6\u5173\u7cfb\u4e0e\u7528\u6237\u4efb\u52a1\u7684\u5173\u8054<\/h4>\n\n\n\n<p>\u8bba\u6587\u5c06\u8fd9\u4e9b\u6570\u636e\u96c6\u5173\u7cfb\u4e0e\u7528\u6237\u5728\u6570\u636e\u96c6\u53d1\u73b0\u548c\u4f7f\u7528\u4e2d\u7684\u4efb\u52a1\u7d27\u5bc6\u8054\u7cfb\u5728\u4e00\u8d77\u3002\u7528\u6237\u5728\u4f7f\u7528\u6570\u636e\u96c6\u65f6\u901a\u5e38\u9700\u8981\u5b8c\u6210\u4ee5\u4e0b\u51e0\u7c7b\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67e5\u627e\u6570\u636e\u96c6<\/strong>\uff1a\u968f\u7740\u6570\u636e\u91cf\u7684\u4e0d\u65ad\u589e\u52a0\uff0c\u4f20\u7edf\u7684\u641c\u7d22\u5f15\u64ce\u96be\u4ee5\u6ee1\u8db3\u7528\u6237\u7684\u9700\u6c42\uff0c\u7279\u522b\u662f\u5728\u7528\u6237\u9700\u8981\u67d0\u7279\u5b9a\u7248\u672c\u7684\u6570\u636e\u6216\u67d0\u7c7b\u7279\u5b9a\u6761\u4ef6\u7684\u6570\u636e\u65f6\u3002\u7406\u89e3\u6570\u636e\u96c6\u7684\u7248\u672c\u3001\u5b50\u96c6\u3001\u6d3e\u751f\u7b49\u5173\u7cfb\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u66f4\u52a0\u9ad8\u6548\u3001\u7cbe\u786e\u5730\u67e5\u627e\u5408\u9002\u7684\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u53ef\u4fe1\u5ea6<\/strong>\uff1a\u6570\u636e\u96c6\u7684\u53ef\u4fe1\u5ea6\u662f\u7528\u6237\u5728\u51b3\u5b9a\u4f7f\u7528\u6570\u636e\u96c6\u4e4b\u524d\u9700\u8981\u8bc4\u4f30\u7684\u4e00\u4e2a\u91cd\u8981\u56e0\u7d20\u3002\u6570\u636e\u96c6\u7684\u6765\u6e90\u3001\u7248\u672c\u53f7\u3001\u6570\u636e\u7684\u66f4\u65b0\u9891\u7387\u7b49\u4fe1\u606f\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5224\u65ad\u6570\u636e\u7684\u53ef\u9760\u6027\u548c\u53ef\u4fe1\u5ea6\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u4e86\u89e3\u67d0\u6570\u636e\u96c6\u7684\u6d3e\u751f\u5173\u7cfb\uff0c\u7528\u6237\u53ef\u4ee5\u5224\u65ad\u5176\u662f\u5426\u5177\u5907\u6240\u9700\u7684\u8d28\u91cf\u548c\u53ef\u4fe1\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u5f15\u7528\u548c\u5f15\u7528\u7ba1\u7406<\/strong>\uff1a\u5728\u79d1\u5b66\u7814\u7a76\u4e2d\uff0c\u5f15\u7528\u6570\u636e\u96c6\u7684\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u5f15\u7528\u5b66\u672f\u6587\u732e\u3002\u4e3a\u786e\u4fdd\u6570\u636e\u7684\u900f\u660e\u6027\u548c\u53ef\u91cd\u590d\u6027\uff0c\u5fc5\u987b\u7cbe\u786e\u5f15\u7528\u6570\u636e\u7684\u7248\u672c\u548c\u6765\u6e90\u3002\u4e86\u89e3\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u6d3e\u751f\u3001\u5b50\u96c6\u7b49\u5173\u7cfb\uff0c\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u5f15\u7528\u6570\u636e\u96c6\uff0c\u786e\u4fdd\u5b66\u672f\u5de5\u4f5c\u7684\u5b8c\u6574\u6027\u548c\u53ef\u9a8c\u8bc1\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u96c6\u7684\u6574\u7406\u4e0e\u7ba1\u7406<\/strong>\uff1a\u6570\u636e\u96c6\u7684\u6574\u7406\u5de5\u4f5c\u5305\u62ec\u6536\u96c6\u3001\u7ec4\u7ec7\u548c\u7ef4\u62a4\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u96c6\uff0c\u4ee5\u786e\u4fdd\u5176\u5bf9\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u7684\u53ef\u7528\u6027\u3002\u7406\u89e3\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5404\u79cd\u5173\u7cfb\uff0c\u6709\u52a9\u4e8e\u6574\u7406\u4eba\u5458\u66f4\u597d\u5730\u7ba1\u7406\u6570\u636e\u96c6\uff0c\u5305\u62ec\u7248\u672c\u63a7\u5236\u3001\u6570\u636e\u96c6\u5408\u5e76\u3001\u5dee\u5f02\u8ffd\u8e2a\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u8bc6\u522b\u6570\u636e\u96c6\u5173\u7cfb\u7684\u65b9\u6cd5<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u5bf9\u6570\u636e\u96c6\u5173\u7cfb\u7684\u6709\u6548\u8bc6\u522b\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u56db\u79cd\u65b9\u6cd5\u6765\u5206\u6790\u548c\u8bc6\u522b\u8fd9\u4e9b\u5173\u7cfb\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bed\u4e49\u6807\u8bb0\u5206\u6790\uff08Semantic Markup Analysis\uff09<\/strong>\uff1a\u4f7f\u7528schema.org\u7b49\u73b0\u6709\u7684\u7ed3\u6784\u5316\u8bed\u4e49\u6807\u8bb0\u6765\u8bc6\u522b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u6570\u636e\u96c6\u53d1\u5e03\u8005\u5728\u6570\u636e\u96c6\u7f51\u9875\u4e0a\u6807\u8bb0\u7684\u5143\u6570\u636e\uff0c\u4f46\u901a\u5e38\u8fd9\u4e9b\u6807\u8bb0\u4e0d\u5b8c\u6574\u6216\u4e0d\u51c6\u786e\uff0c\u56e0\u6b64\u8bc6\u522b\u6548\u679c\u6709\u9650\u3002<\/li>\n\n\n\n<li><strong>\u542f\u53d1\u5f0f\u65b9\u6cd5\uff08Heuristics-Based Methods\uff09<\/strong>\uff1a\u57fa\u4e8e\u5bf9\u5927\u91cf\u6570\u636e\u96c6\u5143\u6570\u636e\u7684\u5206\u6790\uff0c\u63d0\u51fa\u4e86\u4e00\u4e9b\u57fa\u4e8e\u89c4\u5219\u7684\u542f\u53d1\u5f0f\u65b9\u6cd5\uff0c\u4f8b\u5982\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u6570\u636e\u96c6\u540d\u79f0\u3001\u63cf\u8ff0\u4e2d\u7684\u76f8\u4f3c\u4e4b\u5904\u6765\u63a8\u65ad\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u79cd\u65b9\u6cd5\u867d\u7136\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6709\u6548\uff0c\u4f46\u5728\u9762\u5bf9\u6570\u636e\u96c6\u540d\u79f0\u6216\u63cf\u8ff0\u4e0d\u4e00\u81f4\u7684\u60c5\u51b5\u4e0b\u5bb9\u6613\u5931\u6548\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u68af\u5ea6\u63d0\u5347\u51b3\u7b56\u6811\u7684\u591a\u7c7b\u5206\u7c7b\u5668\uff08Gradient Boosted Decision Trees, GBDT\uff09<\/strong>\uff1a\u5229\u7528\u4eba\u5de5\u6807\u6ce8\u7684\u6837\u672c\u6570\u636e\uff0c\u8bad\u7ec3\u4e00\u4e2a\u68af\u5ea6\u63d0\u5347\u51b3\u7b56\u6811\u5206\u7c7b\u5668\u6765\u8bc6\u522b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u5904\u7406\u6570\u636e\u7684\u590d\u6742\u6027\u548c\u591a\u6837\u6027\uff0c\u5728\u5b9e\u9a8c\u4e2d\u8868\u73b0\u51fa\u4e86\u8f83\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model, LLM\uff09\u7684\u5206\u7c7b\u5668<\/strong>\uff1a\u57fa\u4e8eT5\u6a21\u578b\u7684\u5206\u7c7b\u5668\u7528\u4e8e\u8bc6\u522b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u590d\u6742\u7684\u6d3e\u751f\u5173\u7cfb\u65f6\u8868\u73b0\u4f18\u5f02\u3002\u4f5c\u8005\u901a\u8fc7\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u80fd\u591f\u8fdb\u884c\u591a\u7c7b\u5206\u7c7b\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u548c\u63a8\u65ad\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u7814\u7a76\u7ed3\u679c\u4e0e\u53d1\u73b0<\/h4>\n\n\n\n<p>\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0cschema.org\u7b49\u8bed\u4e49\u6807\u8bb0\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u6781\u4e0d\u5b8c\u6574\uff0c\u65e0\u6cd5\u6709\u6548\u5730\u8bc6\u522b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u57282,178\u5bf9\u4eba\u5de5\u6807\u6ce8\u7684\u6570\u636e\u96c6\u5bf9\u4e2d\uff0c\u51e0\u4e4e\u6ca1\u6709\u6570\u636e\u96c6\u901a\u8fc7\u8bed\u4e49\u6807\u8bb0\u660e\u786e\u5176\u4e0e\u5176\u4ed6\u6570\u636e\u96c6\u7684\u5173\u7cfb\u3002\u800c\u542f\u53d1\u5f0f\u65b9\u6cd5\u867d\u7136\u5728\u7279\u5b9a\u7c7b\u578b\u5173\u7cfb\u4e0a\u6709\u6548\uff08\u4f8b\u5982\u526f\u672c\u5173\u7cfb\u548c\u7248\u672c\u5173\u7cfb\uff09\uff0c\u4f46\u5728\u5176\u4ed6\u5173\u7cfb\u7c7b\u578b\u4e0a\u8868\u73b0\u51fa\u8f83\u4f4e\u7684\u53ec\u56de\u7387\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c<strong>\u57fa\u4e8eGBDT\u7684\u5206\u7c7b\u5668\u548c\u57fa\u4e8eT5\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5206\u7c7b\u5668\u5728\u6574\u4f53\u51c6\u786e\u7387\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u7279\u522b\u662f\u5728\u8bc6\u522b\u8f83\u590d\u6742\u7684\u6d3e\u751f\u5173\u7cfb\u65f6\uff0cT5\u6a21\u578b\u5177\u6709\u66f4\u9ad8\u7684F1\u5f97\u5206\u3002<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u5bf9270\u4e07\u4e2a\u7f51\u7edc\u6570\u636e\u96c6\u7684\u5206\u6790\uff0c\u7814\u7a76\u53d1\u73b0\u7ea620%\u7684\u6570\u636e\u96c6\u81f3\u5c11\u4e0e\u5176\u4ed6\u6570\u636e\u96c6\u5b58\u5728\u4e00\u79cd\u5173\u7cfb\uff0c\u800c\u8fd9\u4e9b\u5173\u7cfb\u5927\u90e8\u5206\u662f\u526f\u672c\u5173\u7cfb\u548c\u5b50\u96c6\u5173\u7cfb\u3002\u6b64\u5916\uff0c\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u6570\u636e\u96c6\u7684\u526f\u672c\u901a\u5e38\u5206\u5e03\u5728\u4e0d\u540c\u7f51\u7ad9\u4e0a\uff0c\u800c\u5b50\u96c6\u3001\u7248\u672c\u548c\u6d3e\u751f\u6570\u636e\u96c6\u5927\u591a\u5728\u540c\u4e00\u5e73\u53f0\u53d1\u5e03\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6. 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class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Google Dataset Search: <a href=\"https:\/\/datasetsearch.research.google.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/datasetsearch.research.google.com\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Relationships are Complicated! 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