{"id":37735,"date":"2025-02-03T14:00:52","date_gmt":"2025-02-03T06:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=37735"},"modified":"2025-02-03T14:00:52","modified_gmt":"2025-02-03T06:00:52","slug":"%e4%bd%99%e5%bc%a6%e7%9b%b8%e4%bc%bc%e5%ba%a6%e5%8f%af%e8%83%bd%e6%b2%a1%e7%94%a8%ef%bc%9f%e5%af%b9%e4%ba%8e%e6%9f%90%e4%ba%9b%e7%ba%bf%e6%80%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e7%9b%b8%e4%bc%bc%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37735","title":{"rendered":"\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u80fd\u6ca1\u7528\uff1f\u5bf9\u4e8e\u67d0\u4e9b\u7ebf\u6027\u6a21\u578b\uff0c\u76f8\u4f3c\u5ea6\u751a\u81f3\u4e0d\u552f\u4e00"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-14-5\" target=\"_blank\">\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u80fd\u6ca1\u7528\uff1f\u5bf9\u4e8e\u67d0\u4e9b\u7ebf\u6027\u6a21\u578b\uff0c\u76f8\u4f3c\u5ea6\u751a\u81f3\u4e0d\u552f\u4e00<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"20\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u597d\u4e0d\u5bb9\u6613\u627e\u4e86\u628a\u5c3a\u5b50\uff0c\u7ed3\u679c\u5c3a\u5b50\u4f1a\u968f\u673a\u4f38\u7f29\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u79d1\u5b66\u9886\u57df\uff0c\u4f59\u5f26\u76f8\u4f3c\u5ea6\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u662f\u8861\u91cf\u9ad8\u7ef4\u5bf9\u8c61\u4e4b\u95f4\u8bed\u4e49\u76f8\u4f3c\u5ea6\u7684\u9996\u9009\u6307\u6807\u3002\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4ece\u63a8\u8350\u7cfb\u7edf\u5230\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u5404\u79cd\u5e94\u7528\u4e2d\u3002\u5b83\u7684\u6d41\u884c\u6e90\u4e8e\u4eba\u4eec\u76f8\u4fe1\u5b83\u6355\u83b7\u4e86\u5d4c\u5165\u5411\u91cf\u4e4b\u95f4\u7684\u65b9\u5411\u5bf9\u9f50\uff0c\u63d0\u4f9b\u4e86\u6bd4\u7b80\u5355\u70b9\u79ef\u66f4\u6709\u610f\u4e49\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0cNetflix \u548c\u5eb7\u5948\u5c14\u5927\u5b66\u7684\u4e00\u9879\u7814\u7a76\u6311\u6218\u4e86\u6211\u4eec\u5bf9\u8fd9\u79cd\u6d41\u884c\u65b9\u6cd5\u7684\u7406\u89e3\uff1a\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u80fd\u5bfc\u81f4\u4efb\u610f\u4e14\u6beb\u65e0\u610f\u4e49\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8623138fe903631aa049502908cf727b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8623138fe903631aa049502908cf727b.png\"><\/a><\/section>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2403.05440v1<\/section>\n<section><\/section>\n<section>\u4f59\u5f26\u76f8\u4f3c\u5ea6\u901a\u8fc7\u6d4b\u91cf\u4e24\u4e2a\u5411\u91cf\u7684\u5939\u89d2\u7684\u4f59\u5f26\u503c\u6765\u5ea6\u91cf\u5b83\u4eec\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\uff0c\u673a\u5668\u5b66\u4e60\u7814\u7a76\u5e38\u5e38\u901a\u8fc7\u5c06\u4f59\u5f26\u76f8\u4f3c\u6027\u5e94\u7528\u4e8e\u5b66\u5f97\u7684\u4f4e\u7ef4\u7279\u5f81\u5d4c\u5165\u6765\u91cf\u5316\u9ad8\u7ef4\u5bf9\u8c61\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u3002\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u53ef\u80fd\u6bd4\u5d4c\u5165\u5411\u91cf\u4e4b\u95f4\u7684\u975e\u6807\u51c6\u5316\u70b9\u79ef\u6548\u679c\u66f4\u597d\uff0c\u4f46\u6709\u65f6\u4e5f\u66f4\u7cdf\u7cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-42802266f5886a289913c178768fcd6a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-42802266f5886a289913c178768fcd6a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u6e90\uff1ahttps:\/\/www.shaped.ai\/blog\/cosine-similarity-not-the-silver-bullet-we-thought-it-was<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6df1\u5165\u4e86\u89e3\u8fd9\u4e00\u7ecf\u9a8c\u89c2\u5bdf\uff0cNetflix \u548c\u5eb7\u5948\u5c14\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u7814\u7a76\u4e86\u4ece\u6b63\u5219\u5316\u7ebf\u6027\u6a21\u578b\u6d3e\u751f\u7684\u5d4c\u5165\uff0c\u901a\u8fc7\u5206\u6790\u5f97\u51fa\u7ed3\u8bba\uff1a\u5bf9\u4e8e\u67d0\u4e9b\u7ebf\u6027\u6a21\u578b\u6765\u8bf4\uff0c\u76f8\u4f3c\u5ea6\u751a\u81f3\u4e0d\u662f\u552f\u4e00\u7684\uff0c\u800c\u5bf9\u4e8e\u5176\u4ed6\u6a21\u578b\u6765\u8bf4\uff0c\u5b83\u4eec\u662f\u7531\u6b63\u5219\u5316\u9690\u5f0f\u63a7\u5236\u7684\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u8ba8\u8bba\u4e86\u7ebf\u6027\u6a21\u578b\u4e4b\u5916\u7684\u60c5\u51b5\uff1a\u5b66\u4e60\u6df1\u5ea6\u6a21\u578b\u65f6\u91c7\u7528\u4e0d\u540c\u6b63\u5219\u5316\u7684\u7ec4\u5408\uff0c\u5f53\u5bf9\u7ed3\u679c\u5d4c\u5165\u8fdb\u884c\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u65f6\uff0c\u4f1a\u4ea7\u751f\u9690\u5f0f\u548c\u610f\u60f3\u4e0d\u5230\u7684\u6548\u679c\uff0c\u4f7f\u7ed3\u679c\u53d8\u5f97\u4e0d\u900f\u660e\u5e76\u4e14\u53ef\u80fd\u662f\u4efb\u610f\u7684\u3002\u57fa\u4e8e\u8fd9\u4e9b\u89c1\u89e3\uff0c\u7814\u7a76\u56e2\u961f\u5f97\u51fa\u7ed3\u8bba\uff1a\u4e0d\u8981\u76f2\u76ee\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u5e76\u6982\u8ff0\u4e86\u66ff\u4ee3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u8fd9\u7bc7\u8bba\u6587\u5728\u673a\u5668\u5b66\u4e60\u793e\u533a\u518d\u5ea6\u5f15\u8d77\u70ed\u8bae\uff0c\u4e00\u7bc7\u9898\u4e3a\u300aCosine Similarity: Not the Silver Bullet We Thought It Was\uff08\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff1a\u4e0d\u662f\u6211\u4eec\u60f3\u8c61\u7684\u7075\u4e39\u5999\u836f\uff09\u300b\u7684\u535a\u5ba2\u6982\u8ff0\u4e86\u7814\u7a76\u5185\u5bb9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-10ea7bb5db6fae64eb2ceac9f01e1552.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-10ea7bb5db6fae64eb2ceac9f01e1552.png\"><\/a><\/section>\n<section>\u535a\u5ba2\u5730\u5740\uff1ahttps:\/\/www.shaped.ai\/blog\/cosine-similarity-not-the-silver-bullet-we-thought-it-was<\/section>\n<section><\/section>\n<section>\u6709\u7f51\u53cb\u8868\u793a\uff1a\u300c\u95ee\u9898\u6ca1\u90a3\u4e48\u4e25\u91cd\uff0c\u76f8\u4f3c\u5ea6\u6307\u6807\u9700\u8981\u6839\u636e\u5d4c\u5165\u7a7a\u95f4\u8fdb\u884c\u91cf\u8eab\u5b9a\u5236\uff0c\u9700\u8981\u6d4b\u8bd5\u4e0d\u540c\u7684\u6307\u6807\u6765\u5efa\u7acb\u5b9a\u6027\u8bc4\u4f30\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6659d46113c9c5868a886c23dfbf434e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6659d46113c9c5868a886c23dfbf434e.png\"><\/a><\/section>\n<section>\u7f51\u53cb\u8ba4\u4e3a\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5e94\u8be5\u662f\u4e00\u4e2a\u8db3\u591f\u597d\u7684\u65b9\u6cd5\u3002\u6bd5\u7adf\uff0c\u300c\u6839\u636e OpenAI \u5173\u4e8e\u5d4c\u5165\u7684\u6587\u6863\uff0c\u4ed6\u4eec\u8fd8\u5728\u4ee3\u7801\u7247\u6bb5\u4e2d\u4f7f\u7528\u4e86\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8f08a4154d8d4e17bccf88579933bfd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8f08a4154d8d4e17bccf88579933bfd2.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u7ed3\u8bba\u662f\u600e\u4e48\u5f97\u51fa\u6765\u7684\u5462\uff1f\u8ba9\u6211\u4eec\u4e00\u8d77\u770b\u770b\u8fd9\u7bc7\u8bba\u6587\u7684\u4e3b\u8981\u5185\u5bb9\uff0c\u4e00\u63a2\u7a76\u7adf\u3002<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u7814\u7a76\u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u4e86\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\uff1a\u5728\u7279\u5b9a\u573a\u666f\u4e0b\uff0c\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4f1a\u968f\u610f\u4ea7\u751f\u7ed3\u679c\uff0c\u8fd9\u4f7f\u5f97\u8be5\u5ea6\u91cf\u65b9\u6cd5\u53d8\u5f97\u4e0d\u53ef\u9760\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u7740\u91cd\u5206\u6790\u4e86\u7ebf\u6027\u77e9\u9635\u6a21\u578b\u3002\u8fd9\u7c7b\u6a21\u578b\u80fd\u591f\u5f97\u5230\u5c01\u95ed\u5f62\u5f0f\u7684\u89e3\u4e0e\u7406\u8bba\u5206\u6790\uff0c\u5728\u63a8\u8350\u7cfb\u7edf\u7b49\u5e94\u7528\u4e2d\u88ab\u5e7f\u6cdb\u7528\u4e8e\u5b66\u4e60\u79bb\u6563\u5b9e\u4f53\u7684\u4f4e\u7ef4\u5d4c\u5165\u8868\u793a\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u5206\u6790\u4e86 MF \u6a21\u578b\u7684\u4e24\u4e2a\u5e38\u7528\u8bad\u7ec3\u76ee\u6807:<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4edf954ea215c6ca30d5e84ef384ce96.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4edf954ea215c6ca30d5e84ef384ce96.png\"><\/a><\/section>\n<section>\u5176\u4e2d X \u662f\u8f93\u5165\u6570\u636e\u77e9\u9635\uff0cA \u548c B \u662f\u5b66\u4e60\u5230\u7684\u5d4c\u5165\u77e9\u9635\uff0c\u03bb \u662f\u6b63\u5219\u5316\u53c2\u6570\u3002<\/section>\n<section><\/section>\n<section><strong>\u95ee\u9898\u6839\u6e90\uff1a\u6b63\u5219\u5316\u4e0e\u81ea\u7531\u5ea6<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u7b2c\u4e00\u4e2a\u4f18\u5316\u76ee\u6807\uff08\u7b49\u540c\u4e8e\u4f7f\u7528\u53bb\u566a\u6216 dropout \u7684\u5b66\u4e60\u65b9\u5f0f\uff09\u5728\u5b66\u4e60\u5230\u7684\u5d4c\u5165\u4e2d\u5f15\u5165\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u81ea\u7531\u5ea6\u3002\u8fd9\u79cd\u81ea\u7531\u5ea6\u5141\u8bb8\u5bf9\u5d4c\u5165\u7ef4\u5ea6\u8fdb\u884c\u4efb\u610f\u7f29\u653e\uff0c\u5374\u4e0d\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u6570\u5b66\u89d2\u5ea6\u6765\u770b\uff0c\u5982\u679c \u00c2 \u548c B\u0302 \u662f\u7b2c\u4e00\u4e2a\u76ee\u6807\u7684\u89e3\uff0c\u90a3\u4e48\u5bf9\u4e8e\u4efb\u610f\u5bf9\u89d2\u77e9\u9635 D\uff0c\u00c2D \u548c B\u0302D^(-1) \u4e5f\u662f\u89e3\u3002\u8fd9\u79cd\u7f29\u653e\u4f1a\u5f71\u54cd\u5b66\u4e60\u5230\u7684\u5d4c\u5165\u7684\u5f52\u4e00\u5316\uff0c\u4ece\u800c\u5f71\u54cd\u5b83\u4eec\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-752aa843014e3a7ebf4696ba791e74b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-752aa843014e3a7ebf4696ba791e74b5.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6765\u81ea\u8bba\u6587\uff1a\u300aIs Cosine-Similarity of Embeddings Really About Similarity? \u300b<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section>\u4e3e\u4e24\u4e2a\u968f\u610f\u4ea7\u751f\u7ed3\u679c\u7684\u4f8b\u5b50\uff1a<\/section>\n<section><\/section>\n<section>1. \u5728\u5168\u79e9 MF \u6a21\u578b\u4e2d\uff0c\u901a\u8fc7\u9002\u5f53\u9009\u62e9 D\uff0citem-item \u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u4ee5\u7b49\u4e8e\u5355\u4f4d\u77e9\u9635\u3002\u8fd9\u4e2a\u5947\u602a\u7684\u7ed3\u679c\u8868\u660e\u6bcf\u4e2a item \u53ea\u4e0e\u81ea\u5df1\u76f8\u4f3c\uff0c\u800c\u4e0e\u6240\u6709\u5176\u4ed6 item \u5b8c\u5168\u4e0d\u76f8\u4f3c\u3002<\/section>\n<section><\/section>\n<section>2. \u901a\u8fc7\u9009\u62e9\u4e0d\u540c\u7684 D\uff0cuser-user \u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u4ee5\u7b80\u5316\u4e3a \u03a9A\u30fbX\u30fbX^T\u30fb\u03a9A\uff0c\u5176\u4e2d X \u662f\u539f\u59cb\u6570\u636e\u77e9\u9635\u3002\u8fd9\u610f\u5473\u7740\u76f8\u4f3c\u5ea6\u4ec5\u57fa\u4e8e\u539f\u59cb\u6570\u636e\uff0c\u5b8c\u5168\u6ca1\u6709\u5229\u7528\u5230\u5b66\u4e60\u7684\u5d4c\u5165\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ebf\u6027\u6a21\u578b\u4e4b\u5916<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u9664\u4e86\u7ebf\u6027\u6a21\u578b\uff0c\u7c7b\u4f3c\u7684\u95ee\u9898\u5728\u66f4\u590d\u6742\u7684\u573a\u666f\u4e2d\u4e5f\u5b58\u5728\uff1a<\/section>\n<section><\/section>\n<section>1. \u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u4f1a\u540c\u65f6\u4f7f\u7528\u591a\u79cd\u4e0d\u540c\u7684\u6b63\u5219\u5316\u6280\u672f\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5bf9\u6700\u7ec8\u5d4c\u5165\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4ea7\u751f\u610f\u60f3\u4e0d\u5230\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>2. \u5728\u901a\u8fc7\u70b9\u79ef\u4f18\u5316\u6765\u5b66\u4e60\u5d4c\u5165\u65f6\uff0c\u5982\u679c\u76f4\u63a5\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u53ef\u80fd\u4f1a\u5f97\u5230\u96be\u4ee5\u89e3\u91ca\u4e14\u6ca1\u6709\u5b9e\u9645\u610f\u4e49\u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u51e0\u79cd\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u65b9\u6cd5\uff1a<\/section>\n<ol>\n<li>\n<section>\u76f4\u63a5\u9488\u5bf9\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u80fd\u9700\u8981\u501f\u52a9\u5c42\u5f52\u4e00\u5316\u7b49\u6280\u672f\u3002<\/section>\n<\/li>\n<li>\n<section>\u5b8c\u5168\u907f\u514d\u5728\u5d4c\u5165\u7a7a\u95f4\u4e2d\u5de5\u4f5c\u3002\u76f8\u53cd\uff0c\u5728\u5e94\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4e4b\u524d\uff0c\u5148\u5c06\u5d4c\u5165\u6295\u5f71\u56de\u539f\u59cb\u7a7a\u95f4\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u6216\u4e4b\u524d\u5e94\u7528\u5f52\u4e00\u5316\u6216\u51cf\u5c11\u6d41\u884c\u5ea6\u504f\u5dee\uff0c\u800c\u4e0d\u662f\u50cf\u4f59\u5f26\u76f8\u4f3c\u5ea6\u90a3\u6837\u4ec5\u5728\u5b66\u4e60\u540e\u8fdb\u884c\u5f52\u4e00\u5316\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section><strong>\u8bed\u4e49\u5206\u6790\u4e2d\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7684\u66ff\u4ee3\u65b9\u6848<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8bba\u6587\u7684\u57fa\u7840\u4e0a\uff0c\u535a\u5ba2\u4f5c\u8005 Amarpreet Kaur \u5f52\u7eb3\u4e86\u4e00\u4e9b\u53ef\u4ee5\u66ff\u6362\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7684\u5907\u9009\u9879\uff1a<\/section>\n<ul>\n<li>\n<p>\u6b27\u51e0\u91cc\u5f97\u8ddd\u79bb\uff1a\u867d\u7136\u7531\u4e8e\u5bf9\u5411\u91cf\u5927\u5c0f\u654f\u611f\u800c\u5728\u6587\u672c\u6570\u636e\u4e2d\u4e0d\u592a\u6d41\u884c\uff0c\u4f46\u5728\u5d4c\u5165\u7ecf\u8fc7\u9002\u5f53\u5f52\u4e00\u5316\u65f6\u53ef\u4ee5\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u70b9\u79ef\uff1a\u5728\u67d0\u4e9b\u5e94\u7528\u4e2d\uff0c\u5d4c\u5165\u5411\u91cf\u4e4b\u95f4\u7684\u975e\u5f52\u4e00\u5316\u70b9\u79ef\u88ab\u53d1\u73b0\u4f18\u4e8e\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u7279\u522b\u662f\u5728\u5bc6\u96c6\u6bb5\u843d\u68c0\u7d22\u548c\u95ee\u7b54\u4efb\u52a1\u4e2d\u3002<\/p>\n<\/li>\n<li>\n<p>\u8f6f\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff1a\u8fd9\u79cd\u65b9\u6cd5\u9664\u4e86\u8003\u8651\u5411\u91cf\u8868\u793a\u5916\uff0c\u8fd8\u8003\u8651\u4e86\u5355\u4e2a\u8bcd\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u53ef\u80fd\u63d0\u4f9b\u66f4\u7ec6\u81f4\u7684\u6bd4\u8f83\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b667f4f2d04238467ea58de0b5834fed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b667f4f2d04238467ea58de0b5834fed.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u6e90\uff1ahttps:\/\/www.machinelearningplus.com\/nlp\/cosine-similarity\/<\/sup><\/em><\/section>\n<ul>\n<li>\n<p>\u8bed\u4e49\u6587\u672c\u76f8\u4f3c\u5ea6\uff08STS\uff09\u9884\u6d4b\uff1a\u4e13\u95e8\u4e3a\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4efb\u52a1\u8bad\u7ec3\u7684\u5fae\u8c03\u6a21\u578b (\u5982 STSScore) \u6709\u671b\u63d0\u4f9b\u66f4\u7a33\u5065\u548c\u548c\u66f4\u53ef\u89e3\u91ca\u7684\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f52\u4e00\u5316\u5d4c\u5165\u4e0e\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff1a\u5728\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4e4b\u524d\uff0c\u5e94\u7528\u5c42\u5f52\u4e00\u5316\u7b49\u5f52\u4e00\u5316\u6280\u672f\u80fd\u6709\u6548\u63d0\u5347\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u5728\u9009\u62e9\u66ff\u4ee3\u65b9\u6848\u65f6\uff0c\u5fc5\u987b\u8003\u8651\u4efb\u52a1\u7684\u5177\u4f53\u8981\u6c42\u3001\u6570\u636e\u7684\u6027\u8d28\u4ee5\u53ca\u6240\u4f7f\u7528\u7684\u6a21\u578b\u67b6\u6784\u3002\u901a\u5e38\u9700\u8981\u5728\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5b9e\u8bc1\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u6700\u9002\u5408\u7279\u5b9a\u5e94\u7528\u7684\u76f8\u4f3c\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u7ecf\u5e38\u7528\u300c\u4f59\u5f26\u76f8\u4f3c\u5ea6\u300d\u6765\u8ba1\u7b97\u7528\u6237\u6216\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u7a0b\u5ea6\u3002\u8fd9\u5c31\u50cf\u662f\u6d4b\u91cf\u4e24\u4e2a\u5411\u91cf\u4e4b\u95f4\u7684\u5939\u89d2\uff0c\u5939\u89d2\u8d8a\u5c0f\uff0c\u76f8\u4f3c\u5ea6\u8d8a\u9ad8\u3002\u8bba\u6587\u4e2d\u7684\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u8868\u660e\uff0c\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7ed9\u51fa\u7684\u7b54\u6848\u7ecf\u5e38\u4e0e\u5b9e\u9645\u60c5\u51b5\u4e0d\u7b26\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6bd4\u8f83\u7b80\u5355\u7684\u7ebf\u6027\u6a21\u578b\u4e0a\u90fd\u5df2\u7ecf\u5982\u6b64\u968f\u673a\uff0c\u5728\u66f4\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff0c\u8fd9\u4e2a\u95ee\u9898\u53ef\u80fd\u4f1a\u66f4\u4e25\u91cd\u3002\u56e0\u4e3a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u4f7f\u7528\u66f4\u591a\u590d\u6742\u7684\u6570\u5b66\u6280\u5de7\u6765\u4f18\u5316\u7ed3\u679c\uff0c\u8fd9\u4e9b\u6280\u5de7\u4f1a\u5f71\u54cd\u6a21\u578b\u5185\u90e8\u7684\u6570\u503c\u5927\u5c0f\uff0c\u4ece\u800c\u5f71\u54cd\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7684\u8ba1\u7b97\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u5c31\u50cf\u662f\u628a\u4e00\u4e2a\u672c\u6765\u5c31\u4e0d\u592a\u51c6\u7684\u6d4b\u91cf\u5de5\u5177\u653e\u5728\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u73af\u5883\u4e2d\u4f7f\u7528\uff0c\u7ed3\u679c\u53ef\u80fd\u4f1a\u66f4\u4e0d\u53ef\u9760\u3002\u56e0\u6b64\uff0c\u9700\u8981\u5bfb\u627e\u66f4\u597d\u7684\u65b9\u6cd5\uff0c\u6bd4\u5982\u4f7f\u7528\u5176\u4ed6\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u65b9\u5f0f\uff0c\u6216\u8005\u7814\u7a76\u6b63\u5219\u5316\u6280\u672f\u5bf9\u8bed\u4e49\u7684\u5f71\u54cd\u3002\u8fd9\u63d0\u9192\u5927\u5bb6\uff1a\u5728\u5f00\u53d1 AI \u7cfb\u7edf\u65f6\uff0c\u8981\u591a\u601d\u8003\u3001\u591a\u6d4b\u8bd5\uff0c\u786e\u4fdd\u5de5\u5177\u771f\u7684\u597d\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8fd9\u9879\u7814\u7a76\u7684\u7ed3\u8bba\uff0c\u4f60\u600e\u4e48\u770b\uff1f<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-14-5\" target=\"_blank\">\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u80fd\u6ca1\u7528\uff1f\u5bf9\u4e8e\u67d0\u4e9b\u7ebf\u6027\u6a21\u578b\uff0c\u76f8\u4f3c\u5ea6\u751a\u81f3\u4e0d\u552f\u4e00<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53ef\u80fd\u6ca1\u7528\uff1f\u5bf9 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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