{"id":35917,"date":"2025-01-03T03:00:24","date_gmt":"2025-01-02T19:00:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=35917"},"modified":"2025-01-03T03:00:24","modified_gmt":"2025-01-02T19:00:24","slug":"ai%e5%8d%9a%e5%a3%ab%e5%a6%82%e4%bd%95%e5%81%9a%e5%87%ba%e6%9c%89%e5%bd%b1%e5%93%8d%e5%8a%9b%e7%9a%84%e7%a0%94%e7%a9%b6%ef%bc%9f%e6%96%af%e9%9a%86%e5%a5%96%e5%be%97%e4%b8%bb%e5%bc%9f%e5%ad%90%e4%ba%b2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35917","title":{"rendered":"AI\u535a\u58eb\u5982\u4f55\u505a\u51fa\u6709\u5f71\u54cd\u529b\u7684\u7814\u7a76\uff1f\u65af\u9686\u5956\u5f97\u4e3b\u5f1f\u5b50\u4eb2\u8eab\u8bb2\u8ff0\u7ecf\u9a8c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-06-4\" target=\"_blank\">AI\u535a\u58eb\u5982\u4f55\u505a\u51fa\u6709\u5f71\u54cd\u529b\u7684\u7814\u7a76\uff1f\u65af\u9686\u5956\u5f97\u4e3b\u5f1f\u5b50\u4eb2\u8eab\u8bb2\u8ff0\u7ecf\u9a8c<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"14\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p>\u5199\u8bba\u6587\uff1f\u90a3\u53ea\u662f\u5176\u4e2d\u7684\u4e00\u5c0f\u6b65\u3002<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u7814\u7a76\u751f\u671f\u95f4\uff0c\u5f88\u591a\u4eba\u7ecf\u5e38\u4f1a\u8ff7\u832b\u4e8e\u5982\u4f55\u6784\u5efa\u81ea\u8eab\u7684\u7814\u7a76\u3002\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u5f00\u5c55\u7814\u7a76\uff0c\u624d\u80fd\u5728\u5df2\u7ecf\u76f8\u5f53\u62e5\u6324\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6709\u6240\u4f5c\u4e3a\uff1f<\/section>\n<section><\/section>\n<section>\u592a\u591a\u4eba\u8ba4\u4e3a\uff0c\u957f\u671f\u7684\u9879\u76ee\u3001\u9002\u5f53\u7684\u4ee3\u7801\u53d1\u5e03\u548c\u6df1\u601d\u719f\u8651\u7684\u57fa\u51c6\u6d4b\u8bd5\u65e0\u6cd5\u4ea7\u751f\u8db3\u591f\u7684\u6fc0\u52b1\u4f5c\u7528 \u2014\u2014 \u6709\u65f6\u5019\u8fd9\u53ef\u80fd\u662f\u4f60\u5feb\u901f\u800c\u5185\u759a\u5730\u5b8c\u6210\u7684\u4e8b\u60c5\uff0c\u7136\u540e\u53c8\u8981\u56de\u53bb\u505a\u300c\u771f\u6b63\u7684\u300d\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u65af\u5766\u798f\u5927\u5b66 NLP \u7ec4\u5728\u8bfb\u535a\u58eb Omar Khattab \u53d1\u5e03\u4e86\u4e00\u7bc7\u535a\u6587\uff0c\u8ba8\u8bba\u4e86\u9876\u7ea7 AI \u5b66\u8005\u4eec\u6709\u5173\u505a\u6709\u5f71\u54cd\u529b\u7814\u7a76\u7684\u601d\u8003\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1d13eae0779be618afe27f7e968d5cf2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1d13eae0779be618afe27f7e968d5cf2.png\"><\/a><\/p>\n<section>\u8ba9\u6211\u4eec\u770b\u770b\u4ed6\u662f\u600e\u4e48\u8bf4\u7684\uff1a<\/section>\n<section><\/section>\n<section>\u79d1\u7814\u7684\u5f71\u54cd\u529b\u6709\u591a\u79cd\u5f62\u5f0f\uff0c\u6211\u5c06\u53ea\u5173\u6ce8\u901a\u8fc7\u5f00\u6e90\u5de5\u4f5c\uff08\u4f8b\u5982\u6a21\u578b\u3001\u7cfb\u7edf\u3001\u6846\u67b6\u6216\u57fa\u51c6\u6d4b\u8bd5\uff09\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u7684\u7814\u7a76\u5f71\u54cd\u6765\u8861\u91cf\u3002\u56e0\u4e3a\u6211\u7684\u76ee\u6807\u90e8\u5206\u662f\u5b8c\u5584\u81ea\u5df1\u7684\u60f3\u6cd5\uff0c\u8bb0\u5f55\u5177\u4f53\u7684\u5efa\u8bae\uff0c\u5e76\u6536\u96c6\u53cd\u9988\uff0c\u6240\u4ee5\u6211\u4f1a\u505a\u51fa\u8f83\u4e3a\u7b80\u6d01\u7684\u9648\u8ff0\u3002\u5982\u679c\u4f60\u6709\u5176\u4ed6\u7684\u60f3\u6cd5\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u8ba8\u8bba\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u4ee5\u4e0b\u662f\u6307\u5bfc\u539f\u5219\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7740\u773c\u4e8e\u9879\u76ee\uff0c\u800c\u4e0d\u662f\u8bba\u6587\u3002<\/section>\n<\/li>\n<li>\n<section>\u9009\u62e9\u5408\u9002\u7684\u3001\u5177\u6709\u8f83\u5927\u53d1\u6325\u7a7a\u95f4\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u300c\u6316\u5751\u300d\u3002<\/section>\n<\/li>\n<li>\n<section>\u63d0\u524d\u601d\u8003\u4e24\u6b65\u5e76\u5feb\u901f\u8fed\u4ee3\u3002<\/section>\n<\/li>\n<li>\n<section>\u5c06\u4f60\u7684\u5de5\u4f5c\u516c\u4e4b\u4e8e\u4f17\uff0c\u5e76\u63a8\u5e7f\u4f60\u7684\u60f3\u6cd5\u3002<\/section>\n<\/li>\n<li>\n<section>\u627e\u5230\u65b9\u6cd5\u6fc0\u52b1\u81ea\u5df1\uff1a\u8fd9\u662f\u5173\u4e8e\u53d1\u5c55\u5f00\u6e90\u7814\u7a76\u7684\u63d0\u793a\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u65b0\u8bba\u6587\u7ee7\u7eed\u6295\u8d44\u4f60\u7684\u9879\u76ee\u3002<\/section>\n<\/li>\n<li>\n<section>\u7b2c\u4e94\u70b9\u300c\u5173\u4e8e\u53d1\u5c55\u5f00\u6e90\u7814\u7a76\u7684\u63d0\u793a\u300d\u503c\u5f97\u5355\u72ec\u5199\u4e00\u7bc7\u66f4\u957f\u7684\u6587\u7ae0\u3002\u6211\u53ef\u80fd\u4f1a\u5728\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4e2d\u5199\u5230\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7740\u773c\u9879\u76ee<\/strong><\/section>\n<section><strong>\u800c\u4e0d\u662f\u8bba\u6587<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u601d\u7ef4\uff0c\u5176\u4ed6\u7684\u4e00\u5207\u90fd\u57fa\u4e8e\u6b64\u3002<\/section>\n<section><\/section>\n<section>\u521a\u5165\u95e8\u7684\u5b66\u751f\u4f1a\u975e\u5e38\u91cd\u89c6\u53d1\u8868\u4ed6\u4eec\u7684\u524d\u51e0\u7bc7\u8bba\u6587\u3002\u8fd9\u662f\u5408\u7406\u7684\uff1a\u8fd9\u662f\u4f60\u5b66\u4e60\u8fdb\u884c\u7814\u7a76\u3001\u63a2\u7d22\u521d\u59cb\u65b9\u5411\u548c\u8bc1\u660e\u65e9\u671f\u8fdb\u5c55\u7684\u65b9\u5f0f\u3002\u4f46\u8fd9\u662f\u4e00\u4e2a\u4f60\u6700\u7ec8\u5fc5\u987b\u79bb\u5f00\u7684\u9636\u6bb5\uff1a\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u4f60\u7684\u6210\u5c31\u548c\u6210\u957f\u4e0d\u592a\u4f1a\u53d6\u51b3\u4e8e\u5355\u7eaf\u7684\u8bba\u6587\u6570\u91cf\uff0c\u800c\u66f4\u591a\u5730\u53d6\u51b3\u4e8e\u4f60\u7684\u5f71\u54cd\u529b\u548c\u4f60\u4f20\u8fbe\u7684\u603b\u4f53\u7814\u7a76\u8109\u7edc\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u5e78\u7684\u662f\uff0c\u592a\u591a\u7684\u535a\u58eb\u751f\u8ba4\u4e3a\u5927\u591a\u6570\u53ef\u80fd\u4ea7\u751f\u5f71\u54cd\u7684\u884c\u4e3a\u90fd\u662f\u300c\u4e0d\u6fc0\u52b1\u7684\u300d\u3002\u8fd9\u8ba9\u6211\u5f88\u56f0\u60d1\uff0c\u76f4\u5230\u6211\u610f\u8bc6\u5230\u4ed6\u4eec\u7684\u610f\u601d\u662f\u8fd9\u4e9b\u884c\u4e3a\u53ef\u80fd\u4f1a\u51cf\u6162\u4f60\u53d1\u8868\u4e0b\u4e00\u7bc7\u8bba\u6587\u7684\u80fd\u529b\u3002\u4f46\u4f60\u5982\u6b64\u8fc5\u901f\u5730\u53d1\u8868\u4e0b\u4e00\u7bc7\u8bba\u6587\u7684\u80fd\u529b\u5e76\u4e0d\u90a3\u4e48\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u6211\u5efa\u8bae\u4f60\u4e0d\u8981\u628a\u4f60\u7684\u5de5\u4f5c\u770b\u4f5c\u4e00\u7cfb\u5217\u5b64\u7acb\u7684\u8bba\u6587\uff0c\u800c\u662f\u95ee\u95ee\u81ea\u5df1\uff1a\u4f60\u5c06\u8981\u9886\u5bfc\u7684\u66f4\u5927\u613f\u666f\uff0c\u90a3\u4e48\u5176\u4e2d\u5b50\u9886\u57df\u6216\u8303\u5f0f\u662f\u4ec0\u4e48\uff1f\u4f60\u7684\u5de5\u4f5c\u60f3\u8981\u5e26\u6765\u4ec0\u4e48\u4e0d\u540c\uff1f\u56e0\u6b64\uff0c\u4f60\u5c06\u53d1\u8868\u5355\u7bc7\u8bba\u6587\u6765\u63a2\u7d22\u5e76\u5efa\u7acb\u57fa\u51c6\uff0c\u800c\u66f4\u5927\u7684\u613f\u666f\u5e94\u8be5\u662f\u4f60\u6709\u610f\u8fed\u4ee3\u7684\u4e1c\u897f\u3002\u5b83\u9700\u8981\u6bd4\u8bba\u6587\u6240\u627f\u8f7d\u7684\u5927\u5f97\u591a\uff0c\u800c\u4e14\u80af\u5b9a\u662f\u5c1a\u672a\u5b8c\u5168\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u8981\u60f3\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4e00\u79cd\u65b9\u6cd5\u662f\u56f4\u7ed5\u4f60\u5728\u5f00\u6e90\u9886\u57df\u4e2d\u7ef4\u62a4\u7684\u8fde\u8d2f\u5de5\u4ef6\uff08\u5982\u6a21\u578b\u3001\u7cfb\u7edf\u3001\u6846\u67b6\u6216\u57fa\u51c6\uff09\u6784\u5efa\u4e00\u4e9b\u7814\u7a76\u8bba\u6587\u3002\u8fd9\u79cd\u7b56\u7565\u6bd4\u300c\u8fdb\u884c\u4e00\u4e9b\u5b9e\u9a8c\uff0c\u5e76\u53d1\u5e03\u4e00\u4e2a\u8f6c\u77ac\u5373\u901d\u7684\u5feb\u901f\u4ed3\u5e93\u300d\u6210\u672c\u66f4\u9ad8\uff0c\u4f46\u5b83\u4f1a\u8feb\u4f7f\u4f60\u627e\u5230\u4e00\u4e2a\u5177\u6709\u771f\u6b63\u5f71\u54cd\u7684\u95ee\u9898\uff0c\u5e76\u6709\u52a9\u4e8e\u786e\u4fdd\u4f60\u6240\u505a\u7684\u65b0\u7814\u7a76\u5b9e\u9645\u4e0a\u662f\u8fde\u8d2f\u4e14\u6709\u7528\u7684\uff1a\u4f60\u4e0d\u4f1a\u82b1\u8d39\u529b\u6c14\u5f15\u5165\u4e00\u4e2a\u5bf9\u81ea\u5df1\u4e00\u76f4\u5728\u5f00\u53d1\u548c\u7ef4\u62a4\u7684\u5de5\u4ef6\u65e0\u7528\u7684\u5c0f\u529f\u80fd\u6216\u6280\u5de7\u3002<\/section>\n<section><\/section>\n<section><strong>\u9009\u62e9\u5408\u9002\u7684\u3001\u5177\u6709\u8f83\u5927\u53d1\u6325\u7a7a\u95f4\u7684\u95ee\u9898<\/strong><\/section>\n<section><strong>\u53ef\u4ee5\u300c\u6316\u5751\u300d<\/strong><\/section>\n<section><\/section>\n<section>\u5e76\u4e0d\u662f\u4f60\u64b0\u5199\u7684\u6bcf\u7bc7\u8bba\u6587\u90fd\u662f\u503c\u5f97\u65e0\u9650\u671f\u6295\u8d44\u7684\u3002\u8bb8\u591a\u8bba\u6587\u90fd\u662f\u4e00\u6b21\u6027\u7684\u63a2\u7d22\u6027\u8bba\u6587\u3002\u8981\u627e\u5230\u53ef\u4ee5\u8f6c\u53d8\u4e3a\u66f4\u5927\u9879\u76ee\u7684\u65b9\u5411\uff0c\u6240\u4ee5\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u6807\u51c6\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u95ee\u9898\u5fc5\u987b\u662f\u524d\u6cbf\u7684\u3002\u4f60\u53ef\u4ee5\u7528\u591a\u79cd\u65b9\u5f0f\u5b9a\u4e49\u5b83\uff0c\u4f46\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e2d\u884c\u4e4b\u6709\u6548\u7684\u4e00\u79cd\u7b56\u7565\u662f \u2014\u2014 \u5bfb\u627e\u4e00\u4e2a\u5c06\u5728 2-3 \u5e74\u5185\u300c\u70ed\u95e8\u300d\u4f46\u5c1a\u672a\u6210\u4e3a\u4e3b\u6d41\u7684\u95ee\u9898\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u95ee\u9898\u5fc5\u987b\u5177\u6709\u8f83\u5927\u7684\u6316\u5751\u6f5c\u529b\uff0c\u5373\u5bf9\u8bb8\u591a\u4e0b\u6e38\u95ee\u9898\u7684\u6f5c\u5728\u5f71\u54cd\u3002\u57fa\u672c\u4e0a\uff0c\u8fd9\u4e9b\u95ee\u9898\u7684\u7ed3\u679c\u53ef\u80fd\u4f1a\u4f7f\u8db3\u591f\u591a\u7684\u4eba\u53d7\u76ca\u6216\u611f\u5174\u8da3\u3002\u7814\u7a76\u8005\u548c\u4eba\u4eec\u5173\u5fc3\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u5b9e\u73b0\u76ee\u6807\uff0c\u56e0\u6b64\u4f60\u7684\u95ee\u9898\u53ef\u80fd\u662f\u5e2e\u52a9\u4ed6\u4eba\u6784\u5efa\u4e8b\u7269\u6216\u5b9e\u73b0\u7814\u7a76\u6216\u751f\u4ea7\u76ee\u6807\u7b49\u4e1c\u897f\u3002\u4f60\u53ef\u4ee5\u5e94\u7528\u6b64\u8fc7\u6ee4\u5668\u6765\u7814\u7a76\u7406\u8bba\u57fa\u7840\u3001\u7cfb\u7edf\u57fa\u7840\u8bbe\u65bd\u3001\u65b0\u57fa\u51c6\u3001\u65b0\u6a21\u578b\u548c\u8bb8\u591a\u5176\u4ed6\u4e8b\u7269\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e09\uff0c\u95ee\u9898\u5fc5\u987b\u7559\u6709\u8f83\u5927\u7684\u4f59\u5730\u3002\u5982\u679c\u4f60\u544a\u8bc9\u4eba\u4eec\u4ed6\u4eec\u7684\u7cfb\u7edf\u53ef\u4ee5\u5feb 1.5 \u500d\u6216\u66f4\u6709\u6548 5%\uff0c\u8fd9\u53ef\u80fd\u6ca1\u4ec0\u4e48\u610f\u601d\u3002\u5728\u6211\u770b\u6765\uff0c\u4f60\u9700\u8981\u627e\u5230\u8fd9\u6837\u7684\u95ee\u9898\uff1a\u81f3\u5c11\u5728\u7ecf\u8fc7\u591a\u5e74\u7684\u52aa\u529b\u4e4b\u540e\uff0c\u4f60\u6709\u975e\u96f6\u7684\u5e0c\u671b\u8ba9\u4e8b\u60c5\u53d8\u5f97\u66f4\u5feb\uff0c\u6bd4\u5982\u5feb 20 \u500d\u6216\u66f4\u6709\u6548 30%\u3002\u5f53\u7136\uff0c\u4f60\u4e0d\u9700\u8981\u4e00\u8def\u8d70\u5230\u90a3\u4e00\u6b65\u624d\u7b97\u6210\u529f\uff0c\u4f60\u4e5f\u4e0d\u5e94\u8be5\u7b49\u5230\u5b8c\u5168\u8d70\u5230\u90a3\u4e00\u6b65\u540e\u624d\u53d1\u8868\u7b2c\u4e00\u7bc7\u8bba\u6587\u6216\u53d1\u5e03\u7b2c\u4e00\u4ef6\u4f5c\u54c1\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4e0d\u60f3\u8bf4\u5f97\u592a\u62bd\u8c61\uff0c\u8fd8\u662f\u7528 ColBERT \u6765\u8bf4\u660e\u5427\u30022019 \u5e74\u5e95\uff0c\u5e94\u7528 BERT \u8fdb\u884c\u68c0\u7d22\u7684\u7814\u7a76\u975e\u5e38\u6d41\u884c\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u975e\u5e38\u6602\u8d35\u3002\u4eba\u4eec\u81ea\u7136\u4f1a\u95ee\uff0c\u6211\u4eec\u662f\u5426\u80fd\u5927\u5e45\u63d0\u9ad8\u8fd9\u79cd\u65b9\u6cd5\u7684\u6548\u7387\uff1f\u662f\u4ec0\u4e48\u8ba9\u8fd9\u6210\u4e3a\u4e00\u4e2a\u597d\u95ee\u9898\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5b83\u5f88\u524d\u8a00\u3002\u6211\u4eec\u53ef\u4ee5\u6b63\u786e\u5730\u9884\u8ba1\uff0c\u5230 2021 \u5e74\uff081.5 \u5e74\u540e\uff09\uff0c\u8bb8\u591a\u7814\u7a76\u8005\u5c06\u5bfb\u6c42\u57fa\u4e8e BERT \u7684\u9ad8\u6548\u68c0\u7d22\u67b6\u6784\u3002\u5176\u6b21\uff0c\u5b83\u6709\u5f88\u5927\u7684\u53d1\u5c55\u7a7a\u95f4\u3002\u65b0\u7684 ML \u8303\u5f0f\u5f80\u5f80\u4f1a\u8fd9\u6837\uff0c\u56e0\u4e3a\u5927\u591a\u6570\u6b64\u7c7b\u5de5\u4f5c\u4e00\u5f00\u59cb\u90fd\u4f1a\u5ffd\u7565\u6548\u7387\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6700\u521d\u7684\u65b9\u6cd5\u53ef\u80fd\u9700\u8981 30 \u79d2\u624d\u80fd\u56de\u7b54\u4e00\u4e2a\u67e5\u8be2\uff0c\u800c\u73b0\u5728 30 \u6beb\u79d2\u5c31\u80fd\u5b8c\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u68c0\u7d22\uff0c\u901f\u5ea6\u5feb\u4e86 1000 \u500d\u3002\u7b2c\u4e09\uff0c\u5b83\u6709\u5f88\u5927\u7684 Fanout\u3002\u53ef\u6269\u5c55\u68c0\u7d22\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u300c\u57fa\u7840\u300d\u95ee\u9898\uff1a\u6bcf\u4e2a\u4eba\u90fd\u9700\u8981\u5728\u68c0\u7d22\u5668\u4e4b\u4e0a\u6784\u5efa\u4e00\u4e9b\u4e1c\u897f\uff0c\u4f46\u5374\u5f88\u5c11\u6709\u4eba\u613f\u610f\u53bb\u6784\u5efa\u5b83\u4eec\u3002<\/section>\n<section><\/section>\n<section><strong>\u63d0\u524d\u601d\u8003\u4e24\u6b65<\/strong><\/section>\n<section><strong>\u5e76\u5feb\u901f\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u65e2\u7136\u4f60\u5df2\u7ecf\u6709\u4e86\u4e00\u4e2a\u597d\u95ee\u9898\uff0c\u5c31\u4e0d\u8981\u6025\u4e8e\u9009\u62e9\u773c\u524d\u7684\u4f4e\u6302\u679c\u5b9e\u4f5c\u4e3a\u4f60\u7684\u65b9\u6cd5\uff01\u5728\u67d0\u4e9b\u65f6\u5019\uff0c\u81f3\u5c11\u6700\u7ec8\u4f1a\u6709\u5f88\u591a\u4eba\u5728\u8003\u8651\u8fd9\u79cd\u300c\u663e\u800c\u6613\u89c1\u300d\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u53cd\uff0c\u81f3\u5c11\u63d0\u524d\u4e24\u6b65\u601d\u8003\u3002\u5f53\u8fd9\u4e2a\u53ca\u65f6\u51fa\u73b0\u7684\u95ee\u9898\u6700\u7ec8\u6210\u4e3a\u4e3b\u6d41\u65f6\uff0c\u786e\u5b9a\u5927\u591a\u6570\u4eba\u53ef\u80fd\u91c7\u53d6\u7684\u9014\u5f84\u3002\u7136\u540e\uff0c\u627e\u51fa\u8fd9\u6761\u9053\u8def\u672c\u8eab\u7684\u5c40\u9650\u6027\uff0c\u5e76\u7740\u624b\u4e86\u89e3\u548c\u89e3\u51b3\u8fd9\u4e9b\u5c40\u9650\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u8df5\u4e2d\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\u5462\uff1f\u8ba9\u6211\u4eec\u91cd\u6e29\u4e00\u4e0b ColBERT \u6848\u4f8b\u3002\u5229\u7528 BERT \u6784\u5efa\u9ad8\u6548\u68c0\u7d22\u5668\u7684\u660e\u663e\u65b9\u6cd5\u662f\u5c06\u6587\u6863\u7f16\u7801\u6210\u5411\u91cf\u3002\u6709\u8da3\u7684\u662f\uff0c\u5230 2019 \u5e74\u5e95\uff0c\u53ea\u6709\u6709\u9650\u7684 IR \u5de5\u4f5c\u505a\u5230\u4e86\u8fd9\u4e00\u70b9\u3002\u4f8b\u5982\uff0c\u8be5\u7c7b\u522b\u4e2d\u88ab\u5f15\u7528\u6b21\u6570\u6700\u591a\u7684\u5de5\u4f5c\uff08DPR\uff09\u5728 2020 \u5e74 4 \u6708\u624d\u53d1\u5e03\u4e86\u7b2c\u4e00\u4efd\u9884\u5370\u672c\u3002<\/section>\n<section><\/section>\n<section>\u6709\u9274\u4e8e\u6b64\uff0c\u4f60\u53ef\u80fd\u4f1a\u8ba4\u4e3a\uff0c2019 \u5e74\u8981\u505a\u7684\u6b63\u786e\u4e8b\u60c5\u662f\u901a\u8fc7 BERT \u5efa\u7acb\u4e00\u4e2a\u4f1f\u5927\u7684\u5355\u77e2\u91cf IR \u6a21\u578b\u3002\u4e0e\u6b64\u76f8\u53cd\uff0c\u5982\u679c\u53ea\u63d0\u524d\u4e24\u6b65\u601d\u8003\uff0c\u5c31\u4f1a\u63d0\u51fa\u8fd9\u6837\u7684\u95ee\u9898\uff1a\u6bcf\u4e2a\u4eba\u8fdf\u65e9\u90fd\u4f1a\u5efa\u7acb\u5355\u77e2\u91cf\u65b9\u6cd5\uff0c\u90a3\u4e48\u8fd9\u79cd\u5355\u77e2\u91cf\u65b9\u6cd5\u4f1a\u4ece\u6839\u672c\u4e0a\u5361\u5728\u54ea\u91cc\u5462\uff1f\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u4e2a\u95ee\u9898\u5bfc\u81f4\u4e86\u540e\u671f\u4ea4\u4e92\u8303\u5f0f\u548c\u5e7f\u6cdb\u4f7f\u7528\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u518d\u4e3e\u4e00\u4e2a\u4f8b\u5b50\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 DSPy\u30022022 \u5e74 2 \u6708\uff0c\u968f\u7740\u63d0\u793a\u529f\u80fd\u53d8\u5f97\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u4eba\u4eec\u663e\u7136\u5e0c\u671b\u901a\u8fc7\u63d0\u793a\u6765\u8fdb\u884c\u57fa\u4e8e\u68c0\u7d22\u7684\u8d28\u91cf\u4fdd\u8bc1\uff0c\u800c\u4e0d\u662f\u50cf\u4ee5\u524d\u90a3\u6837\u8fdb\u884c\u5fae\u8c03\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u81ea\u7136\u8981\u5efa\u7acb\u4e00\u79cd\u65b9\u6cd5\u3002\u518d\u5f80\u524d\u8d70\u4e24\u6b65\uff0c\u6211\u4eec\u4f1a\u95ee\uff1a\u8fd9\u6837\u7684\u65b9\u6cd5\u4f1a\u5728\u54ea\u91cc\u5361\u4f4f\uff1f\u5f52\u6839\u7ed3\u5e95\uff0c\u300c\u5148\u68c0\u7d22\u540e\u751f\u6210\u300d\uff08\u6216\u79f0 RAG\uff09\u65b9\u6cd5\u53ef\u80fd\u662f\u6d89\u53ca LM \u7684\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u51fa\u4e8e\u4eba\u4eec\u4f1a\u5bf9\u5b83\u611f\u5174\u8da3\u7684\u540c\u6837\u539f\u56e0\uff0c\u4ed6\u4eec\u663e\u7136\u4f1a\u5bf9\u4ee5\u4e0b\u65b9\u9762\u8d8a\u6765\u8d8a\u611f\u5174\u8da3\uff1a(i) \u8868\u8fbe\u66f4\u590d\u6742\u7684\u6a21\u5757\u7ec4\u5408\uff1b(ii) \u901a\u8fc7\u5bf9\u5e95\u5c42 LM \u7684\u81ea\u52a8\u63d0\u793a\u6216\u5fae\u8c03\uff0c\u5f04\u6e05\u695a\u5e94\u8be5\u5982\u4f55\u76d1\u7763\u6216\u4f18\u5316\u7531\u6b64\u4ea7\u751f\u7684\u590d\u6742 pipeline\u3002\u8fd9\u5c31\u662f DSPy\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u6761\u51c6\u5219\u7684\u540e\u534a\u90e8\u5206\u662f\u300c\u5feb\u901f\u8fed\u4ee3\u300d\u3002\u8fd9\u4e5f\u8bb8\u662f\u6211\u7684\u5bfc\u5e08 Matei Zaharia\uff08\u65af\u9686\u5956\u5f97\u4e3b\u3001Apache Spark \u521b\u59cb\u4eba\uff09\u5728\u6211\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\u7684\u7b2c\u4e00\u5468\u7ed9\u6211\u7684\u7b2c\u4e00\u6761\u7814\u7a76\u5efa\u8bae\uff1a\u901a\u8fc7\u786e\u5b9a\u4e00\u4e2a\u53ef\u4ee5\u5feb\u901f\u8fed\u4ee3\u5e76\u83b7\u5f97\u53cd\u9988\uff08\u5982\u5ef6\u8fdf\u6216\u9a8c\u8bc1\u5206\u6570\uff09\u7684\u95ee\u9898\u7248\u672c\uff0c\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u4f60\u89e3\u51b3\u96be\u9898\u7684\u673a\u4f1a\u3002\u5982\u679c\u4f60\u8981\u63d0\u524d\u4e24\u6b65\u601d\u8003\u95ee\u9898\uff0c\u8fd9\u4e00\u70b9\u5c31\u5c24\u4e3a\u91cd\u8981\uff0c\u56e0\u4e3a\u8fd9\u5df2\u7ecf\u8db3\u591f\u56f0\u96be\u548c\u4e0d\u786e\u5b9a\u4e86\u3002<\/section>\n<section><\/section>\n<section><strong>\u5c06\u4f60\u7684\u4f5c\u54c1\u516c\u4e4b\u4e8e\u4f17<\/strong><\/section>\n<section><strong>\u8ba9\u4f60\u7684\u60f3\u6cd5\u6df1\u5165\u4eba\u5fc3<\/strong><\/section>\n<section><\/section>\n<section>\u6b64\u65f6\uff0c\u4f60\u5df2\u7ecf\u53d1\u73b0\u4e86\u4e00\u4e2a\u597d\u95ee\u9898\uff0c\u7136\u540e\u4e0d\u65ad\u8fed\u4ee3\uff0c\u76f4\u5230\u4f60\u53d1\u73b0\u4e86\u4e00\u4e9b\u5f88\u9177\u7684\u4e1c\u897f\uff0c\u5e76\u5199\u51fa\u4e86\u4e00\u7bc7\u6709\u89c1\u5730\u7684\u6587\u7ae0\u3002\u4e0d\u8981\u7ee7\u7eed\u5199\u4e0b\u4e00\u7bc7\u8bba\u6587\u3002\u76f8\u53cd\uff0c\u8981\u4e13\u6ce8\u4e8e\u5c06\u4f60\u7684\u5de5\u4f5c\u6210\u679c\u516c\u4e4b\u4e8e\u4f17\uff0c\u5e76\u5bfb\u6c42\u4e0e\u4eba\u4eec\u8fdb\u884c\u771f\u6b63\u7684\u4e92\u52a8\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5173\u4e8e\u4f60\u7684\u4e00\u6b21\u8bba\u6587\u53d1\u5e03\uff0c\u800c\u662f\u5173\u4e8e\u4f60\u6b63\u5728\u79ef\u6781\u7814\u7a76\u7684\u5168\u5c40\u3002\u6216\u8005\u66f4\u597d\u7684\u505a\u6cd5\u662f\uff0c\u8ba9\u4eba\u4eec\u4e86\u89e3\u4f60\u6b63\u5728\u6784\u5efa\u548c\u7ef4\u62a4\u7684\u6709\u7528\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u5b83\u6355\u6349\u5230\u4e86\u4f60\u7684\u5173\u952e\u60f3\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u5e38\u89c1\u7684\u7b2c\u4e00\u6b65\u662f\u5728 arXiv 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README \u4e0a\u4f20\u5230 GitHub 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0\uff1a\u8ba9\u53d1\u5e03\u7684\u5185\u5bb9\u53ef\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u53d1\u5e03\u4e00\u4e2a\u65e0\u4eba\u80fd\u8fd0\u884c\u7684\u4ee3\u7801\u662f\u6beb\u65e0\u610f\u4e49\u7684\u3002\u5728\u4f60\u7684\u7814\u7a76\u9886\u57df\uff0c\u8fd9\u4e9b\u4eba\u60f3\u590d\u5236\u4f60\u7684\u8fd0\u884c\u7ed3\u679c\uff0c\u4e5f\u8bb8\u4ed6\u4eec\u4f1a\u8d85\u8d8a\u8fc7\u4f60\u7684\u5de5\u4f5c\u5e76\u5f15\u7528\u4f60\u7684\u7814\u7a76\u7ed3\u679c\u3002\u8fd9\u4e9b\u4eba\u6bd4\u5176\u4ed6\u7c7b\u578b\u7684\u7528\u6237\u66f4\u6709\u8010\u5fc3\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u4f60\u8fd8\u662f\u4f1a\u53d1\u73b0\uff0c\u6839\u636e\u4ee3\u7801\u662f\u5426\u5bb9\u6613\u4fee\u8865\u7684\u60c5\u51b5\uff0c\u5b83\u5728\u5b66\u672f\u5f71\u54cd\u529b\u65b9\u9762\u4e5f\u5b58\u5728\u5de8\u5927\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cc\u7a0b\u7891 1\uff1a\u8ba9\u53d1\u5e03\u7684\u5185\u5bb9\u6709\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u9664\u4e86\u5728\u4f60\u7684\u7ec6\u5206\u9886\u57df\u7684\u4eba\uff0c\u4f60\u5e94\u8be5\u786e\u4fdd\u4f60\u7684\u53d1\u5e03\u5bf9\u60f3\u8981\u5b9e\u9645\u4f7f\u7528\u8be5\u9879\u76ee\u6765\u6784\u5efa\u5176\u4ed6\u4e1c\u897f\u7684\u53d7\u4f17\u6709\u7528\u3002\u5728\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\uff0c\u8fd9\u4e2a\u91cc\u7a0b\u7891\u5f88\u5c11\u4f1a\u81ea\u7136\u800c\u7136\u5730\u5230\u6765\u3002\u4f60\u5e94\u8be5\u5206\u914d\u5927\u91cf\u65f6\u95f4\u6765\u601d\u8003\u4eba\u4eec\u8bd5\u56fe\u89e3\u51b3\u7684\uff08\u7814\u7a76\u3001\u751f\u4ea7\u7b49\uff09\u95ee\u9898\uff0c\u800c\u4f60\u7684\u4eba\u5de5\u667a\u80fd\u6210\u679c\u53ef\u4ee5\u5728\u8fd9\u4e9b\u95ee\u9898\u4e0a\u63d0\u4f9b\u5e2e\u52a9\u3002\u5982\u679c\u4f60\u80fd\u6b63\u786e\u5730\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u90a3\u4e48\u4ece\u9879\u76ee\u8bbe\u8ba1\u5230\u516c\u5f00\u7684\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u4ee5\u53ca\u5c55\u793a\u7684\u6587\u6863 \/ \u793a\u4f8b\uff0c\u90fd\u4f1a\u4f53\u73b0\u51fa\u5b83\u7684\u5f88\u591a\u4f5c\u7528\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cc\u7a0b\u7891 2\uff1a\u8ba9\u53d1\u5e03\u901a\u4fd7\u6613\u61c2<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u5bf9\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8005\u6765\u8bf4\u5f88\u96be\uff0c\u4f46\u6211\u4eec\u5e94\u8be5\u610f\u8bc6\u5230\uff0c\u4e00\u4e2a\u6709\u7528\u7684\u7248\u672c\uff0c\u5728\u6280\u672f\u4e0a\u6240\u6709\u7684\u4e1c\u897f\u53ef\u7528\u4e14\u662f\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u53ef\u89e3\u91ca\uff0c\u5e76\u4e0d\u7b49\u4e8e\u4f60\u7684\u5927\u591a\u6570\u6f5c\u5728\u7528\u6237\u4f1a\u89c9\u5f97\u8fd9\u4e2a\u7248\u672c\u901a\u4fd7\u6613\u61c2\uff0c\u8db3\u4ee5\u8ba9\u4ed6\u4eec\u6295\u5165\u5b66\u4e60\u6216\u5c1d\u8bd5\u3002<\/section>\n<section><\/section>\n<section>\u77e5\u540d AI \u5b66\u8005 Andrej Karpathy \u5199\u8fc7\u4e00\u7bc7\u5173\u4e8e\u8fd9\u4e2a\u95ee\u9898\u7684\u6587\u7ae0\uff1a\u300c\u4f60\u5efa\u9020\u4e1c\u897f\uff0c\u7136\u540e\u4f60\u9700\u8981\u5efa\u9020\u5761\u9053\u901a\u5f80\u5b83\u300d\u3002Ben Clavie \u4e5f\u64b0\u5199\u4e86\u5927\u91cf\u6709\u5173\u8fd9\u65b9\u9762\u7684\u6587\u7ae0\uff0c\u4ed6\u5c06\u6211\u4eec\u5728 ColBERT \u4e0a\u6240\u505a\u7684\u5de5\u4f5c\u52a0\u4ee5\u6539\u8fdb\uff0c\u4f7f\u5176\u53d8\u5f97\u66f4\u52a0\u5e73\u6613\u8fd1\u4eba\u4e86\uff0c\u8fd9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002<\/section>\n<p><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0f93ceb4b8460a7019c5569c5dea5d8f.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0f93ceb4b8460a7019c5569c5dea5d8f.gif\"><\/a><\/em><\/p>\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 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6765\u6e90\uff1ahttps:\/\/www.youtube.com\/watch?v=c3b-JASoPi0<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u91cc\u7a0b\u7891 3\uff1a\u627e\u51fa\u663e\u800c\u6613\u89c1\u7684\u66ff\u4ee3\u65b9\u6848\u5931\u8d25\u7684\u539f\u56e0\uff0c\u5e76\u4fdd\u6301\u8010\u5fc3<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4e00\u5f00\u59cb\u5c31\u8ba8\u8bba\u4e86\u63d0\u524d\u4e24\u6b65\u601d\u8003\u7684\u95ee\u9898\u3002\u5728\u6211\u770b\u6765\uff0c\u8fd9\u4e00\u70b9\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5927\u591a\u6570\u4eba\u90fd\u4e0d\u4f1a\u7406\u89e3\uff0c\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u9700\u8981\u91c7\u7528\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u6765\u89e3\u51b3\u4ed6\u4eec\u8fd8\u65e0\u6cd5\u660e\u663e\u89c2\u5bdf\u5230\u7684\u95ee\u9898\u3002\u6211\u8ba4\u4e3a\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u4f60\u7684\u5de5\u4f5c\u4e4b\u4e00\u5c31\u662f\u8981\u5efa\u7acb\u4e00\u4e2a\u6848\u4f8b\u3002\u6536\u96c6\u8bc1\u636e\uff0c\u5e76\u4ee5\u6613\u4e8e\u7406\u89e3\u7684\u65b9\u5f0f\u8bf4\u660e\u4e3a\u4ec0\u4e48\u663e\u800c\u6613\u89c1\u7684\u66ff\u4ee3\u65b9\u6848\uff08\u4e00\u6b21\u53ea\u601d\u8003\u4e00\u4e2a\u6b65\u9aa4\uff09\u4f1a\u5931\u8d25\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cc\u7a0b\u7891 4\uff1a\u4e86\u89e3\u7528\u6237\u7684\u7c7b\u578b\uff0c\u5e76\u5229\u7528\u8fd9\u4e00\u70b9\u5b9e\u73b0\u589e\u957f<\/strong><\/section>\n<section><\/section>\n<section>\u5f53\u6211\u521b\u529e ColBERT \u548c DSPy \u65f6\uff0c\u6211\u6700\u521d\u5bfb\u627e\u7684\u53d7\u4f17\u662f\u7814\u7a76\u8005\u548c\u4e13\u4e1a\u7684 ML \u5de5\u7a0b\u5e08\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6211\u5b66\u4f1a\u4e86\u653e\u5f03\u8fd9\u4e00\u70b9\uff0c\u5e76\u660e\u767d\u4f60\u53ef\u4ee5\u63a5\u89e6\u5230\u66f4\u591a\u7684\u53d7\u4f17\uff0c\u4f46\u4ed6\u4eec\u9700\u8981\u7684\u662f\u4e0d\u540c\u7684\u4e1c\u897f\u3002\u5728\u505a\u4efb\u4f55\u4e8b\u60c5\u4e4b\u524d\uff0c\u90fd\u4e0d\u8981\u95f4\u63a5\u751a\u81f3\u76f4\u63a5\u5c4f\u853d\u4e0d\u540c\u7c7b\u522b\u7684\u6f5c\u5728\u7528\u6237\u3002\u8fd9\u79cd\u60c5\u51b5\u6bd4\u4eba\u4eec\u60f3\u8c61\u7684\u8981\u666e\u904d\u5f97\u591a\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u5728\u5bfb\u627e\u7528\u6237\u65f6\uff0c\u8981\u5728\u4e24\u7c7b\u7528\u6237\u4e4b\u95f4\u5bfb\u6c42\u5e73\u8861\u3002\u4e00\u65b9\u9762\uff0c\u62e5\u6709\u9ad8\u7ea7\u7528\u4f8b\u7684\u4e13\u5bb6\u7ea7\u6784\u5efa\u8005\u53ef\u80fd\u9700\u8981\u4f60\u6295\u5165\u5927\u91cf\u8d44\u91d1\uff0c\u4f46\u5f80\u5f80\u4f1a\u5728\u7814\u7a76\u610f\u4e49\u4e0a\u63a8\u52a8\u67d0\u4e9b\u7528\u4f8b\u7684\u53d1\u5c55\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5e26\u6765\u56de\u62a5\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u516c\u4f17\u6784\u5efa\u8005\u901a\u5e38\u4e0d\u662f ML \u4e13\u5bb6\uff0c\u4f46\u4ed6\u4eec\u7ecf\u5e38\u5728\u516c\u4f17\u573a\u5408\u6784\u5efa\u5e76\u5206\u4eab\u4ed6\u4eec\u7684\u5b66\u4e60\u6210\u679c\uff0c\u5728\u5927\u89c4\u6a21\u589e\u957f\u4e2d\u5360\u636e\u66f4\u5927\u7684\u6bd4\u4f8b\uff0c\u5e76\u4f1a\u8ba9\u4f60\u5bf9\u81ea\u5df1\u6700\u521d\u7684\u5047\u8bbe\u6709\u66f4\u591a\u7684\u4e86\u89e3\u3002\u4e24\u8005\u90fd\u662f\u4f60\u9700\u8981\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cc\u7a0b\u7891 5\uff1a\u5c06\u5174\u8da3\u8f6c\u5316\u4e3a\u4e0d\u65ad\u58ee\u5927\u7684\u793e\u533a<\/strong><\/section>\n<section><\/section>\n<section>OSS \u5de5\u4f5c\u7684\u771f\u6b63\u6210\u529f\u5728\u4e8e\u793e\u533a\u7684\u5b58\u5728\uff0c\u4ee5\u53ca\u4e0d\u4f9d\u8d56\u4e8e\u4f60\u7684\u52aa\u529b\u800c\u6301\u7eed\u589e\u957f\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u4e00\u4e2a\u597d\u7684\u793e\u533a\u5e94\u8be5\u662f\u6709\u673a\u7684\uff0c\u4f46\u4f60\u9700\u8981\u79ef\u6781\u52aa\u529b\u5e2e\u52a9\u5b83\u5f62\u6210\uff0c\u4f8b\u5982\u6b22\u8fce\u8d21\u732e\u548c\u8ba8\u8bba\uff0c\u5e76\u5bfb\u627e\u673a\u4f1a\u5c06\u5174\u8da3\u8f6c\u5316\u4e3a\u8d21\u732e\u6216\u67d0\u79cd\u8bba\u575b\uff08\u4f8b\u5982 Discord \u6216 GitHub\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cc\u7a0b\u7891 6\uff1a\u5c06\u5174\u8da3\u8f6c\u5316\u4e3a\u6d3b\u8dc3\u3001\u534f\u4f5c\u548c\u6a21\u5757\u5316\u7684\u4e0b\u6e38\u9879\u76ee<\/strong><\/section>\n<section><\/section>\n<section>\u5f88\u6709\u53ef\u80fd\uff0c\u4f60\u7684 OSS 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