{"id":3539,"date":"2025-06-16T14:28:00","date_gmt":"2025-06-16T06:28:00","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3539"},"modified":"2025-06-16T14:28:23","modified_gmt":"2025-06-16T06:28:23","slug":"202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%8a%a8%e6%a4%8d%e7%89%a9%e6%96%b0%e5%93%81%e7%a7%8d%e7%b2%be%e5%87%86%e6%8e%a8%e8%8d%90","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%8a%a8%e6%a4%8d%e7%89%a9%e6%96%b0%e5%93%81%e7%a7%8d%e7%b2%be%e5%87%86%e6%8e%a8%e8%8d%90\/","title":{"rendered":"202506 \u8bba\u6587\u7814\u8bfb&#8211;\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u7cbe\u51c6\u63a8\u8350\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a\u987e\u9759\u79cb\uff0c\u90ed\u65fa\uff0c\u6731\u534e\u5409\uff0c\u90dd\u9e4f\uff0c\u5434\u534e\u745e .<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a\u5317\u4eac\u5e02\u519c\u6797\u79d1\u5b66\u9662\u4fe1\u606f\u6280\u672f\u7814\u7a76\u4e2d\u5fc3\uff0c\u519c\u4e1a\u519c\u6751\u90e8\u6570\u5b57\u4e61\u6751\u6280\u672f\u91cd\u70b9\u5b9e\u9a8c\uff0c\u56fd\u5bb6\u519c\u4e1a\u4fe1\u606f\u5316\u5de5\u7a0b\u6280\u672f\u7814\u7a76\u4e2d\u5fc3\uff0c\u5317\u4eac 100097<\/p>\n\n\n\n<p>\u6765\u6e90\uff1a\u4e2d\u56fd\u519c\u4e1a\u5927\u5b66\u5b66\u62a5\uff0c2025\uff0c30\uff0807\uff09\uff1a218-229.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1.\u80cc\u666f                                                                                                                                  <\/h2>\n\n\n\n<p>\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u662f\u519c\u4e1a\u9ad8\u8d28\u91cf\u53d1\u5c55\u7684\u6838\u5fc3\u8d44\u6e90\uff0c\u6211\u56fd\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u8d44\u6e90\u4fe1\u606f\u670d\u52a1\u5b58\u5728\u4ee5\u4e0b\u7a81\u51fa\u95ee\u9898\u30021.\u4fe1\u606f\u4e0d\u5bf9\u79f0\uff0c\u591a\u6570\u519c\u6237\u96be\u4ee5\u83b7\u53d6\u9002\u5408\u81ea\u8eab\u533a\u57df\u7684\u65b0\u54c1\u79cd\u4fe1\u606f\uff1b2.\u66f4\u65b0\u6ede\u540e\uff0c\u54c1\u79cd\u6570\u636e\u5e73\u5747\u5ef6\u8fdf\u66f4\u65b0\u5468\u671f6.8\u4e2a\u6708\uff1b3.\u51b7\u542f\u52a8\u95ee\u9898\uff0c\u5927\u91cf\u65b0\u54c1\u79cd\u65e0\u5386\u53f2\u6570\u636e\uff0c\u96be\u4ee5\u63a8\u8350\u5230\u5408\u9002\u7528\u6237\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2.\u4e3b\u8981\u8d21\u732e<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6784\u5efaSiamese BERT\u76f8\u4f3c\u5ea6\u6a21\u578b\uff0c\u7ed3\u5408\u8bed\u4e49\u7f16\u7801\u4e0e\u9886\u57df\u8bcd\u5178\uff0c\u5b9e\u73b0\u65b0\u54c1\u79cd\u4e0e\u5386\u53f2\u54c1\u79cd\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5339\u914d\u3002<\/li>\n\n\n\n<li>\u5f15\u5165\u7528\u6237\u5174\u8da3\u6a21\u578b\uff0c\u57fa\u4e8eCNN\u548c\u6ce8\u610f\u529b\u673a\u5236\u878d\u5408\u7528\u6237\u9759\u6001\u5c5e\u6027\u3001\u884c\u4e3a\u6570\u636e\u53ca\u54c1\u79cd\u7279\u5f81\uff0c\u63d0\u5347\u63a8\u8350\u7cbe\u51c6\u5ea6\u3002<\/li>\n\n\n\n<li>\u9996\u5148\u8bc6\u522b\u4e0e\u65b0\u54c1\u79cd\u76f8\u4f3c\u7684\u5386\u53f2\u54c1\u79cd\uff0c\u518d\u57fa\u4e8e\u7528\u6237\u5174\u8da3\u6a21\u578b\u5b9a\u4f4d\u6f5c\u5728\u611f\u5174\u8da3\u7528\u6237\uff0c\u8bbe\u8ba1\u4e86\u4e24\u6b65\u63a8\u8350\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u663e\u8457\u7f13\u89e3\u4e86\u51b7\u542f\u52a8\u95ee\u9898\uff0c\u652f\u6301\u5bf9\u65e0\u5386\u53f2\u6570\u636e\u7684\u65b0\u54c1\u79cd\u548c\u65b0\u7528\u6237\u8fdb\u884c\u6709\u6548\u63a8\u8350\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">3.\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u8bba\u6587\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u6784\u5efa\u4e86\u54c1\u79cd\u7279\u5f81\u8bc6\u522b\u6a21\u578b\uff0c\u7528\u4e8e\u6316\u6398\u65b0\u54c1\u79cd\u4e0e\u5386\u53f2\u54c1\u79cd\u4e4b\u95f4\u7684\u7279\u5f81\u5173\u8054\u5173\u7cfb\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7ed3\u5408\u7528\u6237\u7684\u57fa\u7840\u4fe1\u606f\u4e0e\u884c\u4e3a\u6570\u636e\uff0c\u4ee5\u53ca\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u7684\u54c1\u79cd\u7279\u6027\u3001\u5730\u7406\u5206\u5e03\u3001\u4ea7\u4e1a\u7c7b\u578b\u7b49\u5143\u6570\u636e\u4fe1\u606f\uff0c\u6784\u5efa\u4e86\u7528\u6237\u5174\u8da3\u5efa\u6a21\u673a\u5236\u3002\u901a\u8fc7\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\uff0c\u5b66\u4e60\u7528\u6237\u5bf9\u54c1\u79cd\u8d44\u6e90\u7684\u5173\u6ce8\u504f\u597d\u3002\u6700\u7ec8\uff0c\u63d0\u51fa\u4e00\u79cd\u201c\u76f8\u4f3c\u54c1\u79cd\u63a8\u8350+\u5386\u53f2\u7528\u6237\u5339\u914d\u201d\u7684\u4e24\u6b65\u63a8\u8350\u7b56\u7565\uff0c\u4e3a\u519c\u4e1a\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u63a8\u8350\u670d\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"676\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1024x676.png\" alt=\"\" class=\"wp-image-3569\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1024x676.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-300x198.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-768x507.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247.png 1171w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6b65\u9aa4\u4e00\uff1a\u76f8\u4f3c\u54c1\u79cd\u63a8\u8350\u3002<\/strong><br>\u9996\u5148\u6536\u96c6\u52a8\u690d\u7269\u54c1\u79cd\u7684\u6587\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u63cf\u8ff0\u3001\u6807\u7b7e\u548c\u5c5e\u6027\u7b49\u5185\u5bb9\uff0c\u5e76\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 BERT \u6a21\u578b\u5bf9\u8fd9\u4e9b\u6587\u672c\u8fdb\u884c\u7f16\u7801\uff0c\u83b7\u53d6\u54c1\u79cd\u7684\u8bed\u4e49\u8868\u793a\u3002\u63a5\u7740\uff0c\u6784\u5efa\u57fa\u4e8e Siamese BERT \u7684\u6587\u672c\u76f8\u4f3c\u5ea6\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u91c7\u7528\u53c2\u6570\u5171\u4eab\u7684\u5b6a\u751f\u7f51\u7edc\u67b6\u6784\uff0c\u5206\u522b\u5bf9\u4e24\u4e2a\u54c1\u79cd\u7684\u6587\u672c\u8868\u793a\u8fdb\u884c\u7f16\u7801\u3002\u901a\u8fc7\u63d0\u53d6 BERT \u8f93\u51fa\u4e2d\u7684 <code>[CLS]<\/code> \u6807\u8bb0\u5411\u91cf\uff0c\u6355\u6349\u6587\u672c\u7684\u5168\u5c40\u8bed\u4e49\u7279\u5f81\uff0c\u5e76\u8ba1\u7b97\u4e24\u4e2a\u54c1\u79cd\u7279\u5f81\u5411\u91cf\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4f5c\u4e3a\u6700\u7ec8\u76f8\u4f3c\u5ea6\u5f97\u5206\u3002\u5f53\u6709\u65b0\u54c1\u79cd\u52a0\u5165\u65f6\uff0c\u5229\u7528\u8be5\u6a21\u578b\u5bf9\u5176\u6587\u672c\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\uff0c\u751f\u6210\u5bf9\u5e94\u7684\u7279\u5f81\u5411\u91cf\uff0c\u5e76\u5b9e\u65f6\u66f4\u65b0\u81f3\u5411\u91cf\u5e93\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1-1024x604.png\" alt=\"\" class=\"wp-image-3573\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1-1024x604.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1-300x177.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1-768x453.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-1.png 1150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u6b65\u9aa4\u4e8c\uff1a\u7528\u6237\u5174\u8da3\u5efa\u6a21\u3002<\/strong><br>\u57fa\u4e8e\u7528\u6237\u7684\u9759\u6001\u5c5e\u6027\u6570\u636e\uff08\u5982\u8eab\u4efd\u3001\u5730\u57df\u3001\u884c\u4e1a\u7b49\uff09\u548c\u884c\u4e3a\u6570\u636e\uff08\u5982\u6d4f\u89c8\u3001\u70b9\u8d5e\u3001\u8bc4\u8bba\u7b49\uff09\uff0c\u63d0\u53d6\u7528\u6237\u7684\u57fa\u672c\u5c5e\u6027\u7279\u5f81\u4e0e\u884c\u4e3a\u7279\u5f81\u3002\u540c\u65f6\u91c7\u96c6\u52a8\u690d\u7269\u54c1\u79cd\u8d44\u6e90\u4fe1\u606f\uff0c\u63d0\u53d6\u5176\u5c5e\u6027\u7279\u5f81\uff08\u5982\u54c1\u79cd\u7c7b\u578b\u3001\u9002\u7528\u533a\u57df\u3001\u4ea7\u91cf\u7b49\uff09\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6784\u5efa\u7528\u6237\u4e0e\u54c1\u79cd\u4e4b\u95f4\u7684\u5173\u8054\u77e9\u9635\uff0c\u5176\u4e2d\u884c\u8868\u793a\u7528\u6237\uff0c\u5217\u8868\u793a\u54c1\u79cd\uff0c\u77e9\u9635\u4e2d\u7684\u6bcf\u4e2a\u5143\u7d20\u53cd\u6620\u7528\u6237\u5bf9\u8be5\u54c1\u79cd\u7684\u504f\u597d\u7a0b\u5ea6\u6216\u5173\u8054\u5f3a\u5ea6\u3002\u968f\u540e\uff0c\u8bbe\u8ba1\u5e76\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u5c06\u7528\u6237\u9759\u6001\u7279\u5f81\u3001\u884c\u4e3a\u7279\u5f81\u4e0e\u54c1\u79cd\u5c5e\u6027\u7279\u5f81\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165\uff0c\u8f93\u51fa\u7528\u6237\u4e0e\u7279\u5b9a\u54c1\u79cd\u4e4b\u95f4\u7684\u5339\u914d\u8bc4\u5206\uff0c\u7528\u4e8e\u9884\u6d4b\u7528\u6237\u5bf9\u65b0\u54c1\u79cd\u7684\u5174\u8da3\u7a0b\u5ea6\uff0c\u4e3a\u540e\u7eed\u63a8\u8350\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-2-1024x585.png\" alt=\"\" class=\"wp-image-3578\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-2-1024x585.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-2-300x172.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-2-768x439.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-2.png 1088w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4.\u5b9e\u9a8c<\/h2>\n\n\n\n<p>4.1\u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n\n\n\n<p>\u6570\u636e\u6765\u6e90\uff1a\u4e2d\u56fd\u519c\u6280\u63a8\u5e7f\u5e73\u53f0\uff0c\u5305\u542b10000\u6761\u7528\u6237\u6570\u636e\u548c320\u4e2a2023\u5e74\u65b0\u54c1\u79cd\u3002<\/p>\n\n\n\n<p>\u51b7\u542f\u52a8\u96c6\uff1a320\u4e2a\u65e0\u5386\u53f2\u884c\u4e3a\u65b0\u54c1\u79cd\u3001\u66dd\u5149&lt;50\u6b21\u3002<\/p>\n\n\n\n<p>4.2\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"321\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-3-1024x321.png\" alt=\"\" class=\"wp-image-3580\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-3-1024x321.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-3-300x94.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-3-768x240.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-3.png 1118w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u672c\u7814\u7a76\u63d0\u51fa\u7684\u4e24\u6b65\u63a8\u8350\u7b97\u6cd5\u5728\u5404\u9879\u8bc4\u4f30\u6307\u6807\u4e0a\u5747\u4f18\u4e8e\u5bf9\u6bd4\u65b9\u6cd5\uff0c\u6574\u4f53\u6027\u80fd\u8868\u73b0\u4f18\u5f02\u3002\u7279\u522b\u662f\u5728\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u548c F1 \u503c\u7b49\u5173\u952e\u6307\u6807\u4e0a\u4f18\u52bf\u663e\u8457\uff0c\u8868\u660e\u8be5\u65b9\u6cd5\u5728\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u63a8\u8350\u4efb\u52a1\u4e2d\u5177\u6709\u8f83\u9ad8\u7684\u63a8\u8350\u7cbe\u5ea6\u548c\u826f\u597d\u7684\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n\n\n\n<p>\u4e3a\u9a8c\u8bc1\u6a21\u578b\u5bf9\u51b7\u542f\u52a8\u95ee\u9898\u7684\u5904\u7406\u6548\u679c\uff0c\u8bbe\u8ba1\u4e86\u4e24\u7ec4\u5bf9\u6bd4\u5b9e\u9a8c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65b0\u54c1\u79cd\u51b7\u542f\u52a8\u6d4b\u8bd5<\/strong>\uff1a\u9009\u53d62023\u5e74\u65b0\u5ba1\u5b9a\u7684320\u4e2a\u65e0\u5386\u53f2\u884c\u4e3a\u7684\u54c1\u79cd\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\uff0c\u6a21\u578b\u9996\u63a8\u51c6\u786e\u7387\u8fbe\u5230 68.5%\uff0c\u660e\u663e\u4f18\u4e8e\u4f20\u7edf\u534f\u540c\u8fc7\u6ee4\u65b9\u6cd5\u7684 42.3%\u3002\u540c\u65f6\uff0cAUC\u4ec5\u4e0b\u964d 5.7%\uff0c\u8fdc\u4f4e\u4e8e\u4f20\u7edf\u65b9\u6cd5\u7684 15.2% \u964d\u5e45\uff0c\u8868\u660e\u6a21\u578b\u5177\u5907\u8f83\u5f3a\u7684\u65b0\u54c1\u79cd\u63a8\u8350\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u65b0\u7528\u6237\u6a21\u62df\u6d4b\u8bd5<\/strong>\uff1a\u5bf9500\u540d\u7528\u6237\u968f\u673a\u5c4f\u853d\u5386\u53f2\u884c\u4e3a\uff0c\u4ec5\u57fa\u4e8e\u9759\u6001\u5c5e\u6027\u8fdb\u884c\u63a8\u8350\u3002\u7528\u6237\u5728\u524d3\u6b21\u4ea4\u4e92\u540e\u63a8\u8350\u51c6\u786e\u7387\u63d0\u5347\u81f3 72.1%\uff0c\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u7684<strong> <\/strong>53.4%\u3002\u5c3d\u7ba1\u521d\u59cb\u51c6\u786e\u7387\u4e3a 61.2%\uff0c\u4ecd\u6709\u4e00\u5b9a\u4f18\u5316\u7a7a\u95f4\uff0c\u53ef\u80fd\u4e0e\u519c\u4e1a\u7528\u6237\u7684\u5730\u57df\u7279\u5f81\u6709\u5173\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7efc\u5408\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u4e24\u6b65\u63a8\u8350\u7b97\u6cd5\u5728\u65b0\u54c1\u79cd\u63a8\u8350\u573a\u666f\u4e2d\u8868\u73b0\u7a81\u51fa\uff0c\u5177\u5907\u826f\u597d\u7684\u51b7\u542f\u52a8\u9002\u5e94\u80fd\u529b\u3002<\/p>\n\n\n\n<p>4.3\u6d88\u878d\u5b9e\u9a8c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"986\" height=\"396\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-4.png\" alt=\"\" class=\"wp-image-3581\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-4.png 986w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-4-300x120.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/06\/\u56fe\u7247-4-768x308.png 768w\" sizes=\"auto, (max-width: 986px) 100vw, 986px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u8bc4\u4f30\u6a21\u578b\u5404\u6838\u5fc3\u7ec4\u4ef6\u5bf9\u63a8\u8350\u6027\u80fd\u7684\u8d21\u732e\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u56db\u9879\u6d88\u878d\u5b9e\u9a8c\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BERT \u6587\u672c\u7f16\u7801\u5bf9\u6a21\u578b\u5f71\u54cd\u6700\u5927\uff0c\u53bb\u9664\u540e\u51c6\u786e\u7387\u4e0b\u964d 7.5%\uff0cF1 \u503c\u660e\u663e\u4e0b\u964d\uff0c\u8bf4\u660e\u5176\u5728\u63d0\u53d6\u54c1\u79cd\u4e0a\u4e0b\u6587\u8bed\u4e49\u4fe1\u606f\u4e2d\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002<\/li>\n\n\n\n<li>Siamese BERT \u7f51\u7edc\u5728\u76f8\u4f3c\u54c1\u79cd\u5339\u914d\u4e2d\u6548\u679c\u663e\u8457\uff0c\u53bb\u9664\u540e\u51c6\u786e\u7387\u964d\u81f3 85.4%\uff0c\u7279\u522b\u5bf9\u96be\u4ee5\u533a\u5206\u7684\u54c1\u79cd\u6837\u672c\u5f71\u54cd\u660e\u663e\u3002<\/li>\n\n\n\n<li>CNN \u5174\u8da3\u5efa\u6a21\u6a21\u5757\u867d\u4e3a\u6b21\u8981\u6a21\u5757\uff0c\u4f46\u53bb\u9664\u540e\u51c6\u786e\u7387\u4ecd\u4e0b\u964d 2.8%\uff0c\u8868\u660e\u5176\u5728\u6355\u6349\u7528\u6237\u5174\u8da3\u4e0e\u54c1\u79cd\u7279\u5f81\u7684\u6df1\u5c42\u5173\u7cfb\u65b9\u9762\u5177\u6709\u91cd\u8981\u4f5c\u7528\u3002<\/li>\n\n\n\n<li>\u6ce8\u610f\u529b\u673a\u5236\u5f71\u54cd\u76f8\u5bf9\u8f83\u5c0f\uff0cF1 \u503c\u4e0b\u964d 2.2%\uff0c\u4f46\u4ecd\u80fd\u63d0\u5347\u7279\u5f81\u5339\u914d\u7cbe\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u7528\u6237\u504f\u597d\u5efa\u6a21\u4e2d\u5177\u6709\u8f85\u52a9\u4ef7\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7efc\u4e0a\uff0cBERT \u7f16\u7801\u4e0e Siamese \u7ed3\u6784\u662f\u63a8\u8350\u6a21\u578b\u7684\u6838\u5fc3\u7ec4\u6210\uff0cCNN \u7f51\u7edc\u6709\u52a9\u4e8e\u589e\u5f3a\u7528\u6237\u5174\u8da3\u5efa\u6a21\uff0c\u6ce8\u610f\u529b\u673a\u5236\u5219\u4f18\u5316\u4e86\u7279\u5f81\u805a\u5408\u4e0e\u5339\u914d\u7cbe\u5ea6\u3002\u4e24\u6b65\u63a8\u8350\u7b97\u6cd5\u6574\u4f53\u5c55\u73b0\u51fa\u5bf9\u65b0\u54c1\u79cd\u51b7\u542f\u52a8\u95ee\u9898\u7684\u51fa\u8272\u9002\u5e94\u80fd\u529b\uff0c\u5e76\u80fd\u57fa\u4e8e\u591a\u7ef4\u7528\u6237\u7279\u5f81\u5b9e\u73b0\u66f4\u52a0\u4e2a\u6027\u5316\u3001\u7cbe\u51c6\u7684\u63a8\u8350\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5.\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7ed3\u5408 Siamese BERT \u7f51\u7edc\u4e0e\u591a\u5c42 CNN \u7f51\u7edc\u7684\u52a8\u690d\u7269\u65b0\u54c1\u79cd\u8d44\u6e90\u4e24\u6b65\u63a8\u8350\u7b97\u6cd5\u3002\u8be5\u65b9\u6cd5\u9996\u5148\u901a\u8fc7 Siamese BERT \u5b9e\u73b0\u54c1\u79cd\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u8ba1\u7b97\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u5229\u7528\u591a\u5c42 CNN \u7f51\u7edc\u5bf9\u7528\u6237\u7684\u54c1\u79cd\u5174\u8da3\u8fdb\u884c\u5efa\u6a21\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u4e2a\u6027\u5316\u63a8\u8350\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u5728 AUC\u3001\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u548c F1 \u503c\u7b49\u591a\u4e2a\u8bc4\u4f30\u6307\u6807\u4e0a\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u4e3b\u6d41\u63a8\u8350\u7b97\u6cd5\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u65b0\u54c1\u79cd\u51b7\u542f\u52a8\u95ee\u9898\u548c\u5efa\u6a21\u7528\u6237\u5174\u8da3\u52a8\u6001\u53d8\u5316\u65b9\u9762\u8868\u73b0\u51fa\u5353\u8d8a\u6027\u80fd\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0c\u672c\u7814\u7a76\u65b9\u6848\u80fd\u591f\u66f4\u6709\u6548\u5730\u6316\u6398\u65b0\u54c1\u79cd\u7279\u6027\uff0c\u9002\u5e94\u7528\u6237\u5174\u8da3\u7684\u6f14\u5316\u8d8b\u52bf\uff0c\u663e\u8457\u63d0\u5347\u4e86\u63a8\u8350\u7684\u51c6\u786e\u6027\u4e0e\u4e2a\u6027\u5316\u6c34\u5e73\u3002\u5c24\u5176\u5728\u51b7\u542f\u52a8\u573a\u666f\u4e0b\uff0c\u8be5\u7b97\u6cd5\u5c55\u73b0\u51fa\u8f83\u5f3a\u7684\u63a8\u8350\u80fd\u529b\u4e0e\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u987e\u9759\u79cb\uff0c\u90ed\u65fa\uff0c\u6731\u534e\u5409\uff0c\u90dd\u9e4f\uff0c\u5434\u534e\u745e . \u5355\u4f4d\uff1a\u5317\u4eac\u5e02\u519c\u6797\u79d1\u5b66\u9662\u4fe1\u606f\u6280\u672f\u7814\u7a76\u4e2d\u5fc3\uff0c\u519c\u4e1a\u519c\u6751\u90e8\u6570\u5b57\u4e61\u6751\u6280\u672f\u91cd [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3539","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3539","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3539"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3539\/revisions"}],"predecessor-version":[{"id":3583,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3539\/revisions\/3583"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}