{"id":36103,"date":"2025-01-06T01:00:10","date_gmt":"2025-01-05T17:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=36103"},"modified":"2025-01-06T01:00:10","modified_gmt":"2025-01-05T17:00:10","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%90%88%e6%88%90%e6%95%b0%e6%8d%ae%e6%9c%ba%e7%90%86%e5%88%86%e6%9e%90%ef%bc%8c%e4%ba%ba%e5%a4%a7%e5%88%98%e5%8b%87%e5%9b%a2%e9%98%9f%ef%bc%9a%e4%bf%a1%e6%81%af%e5%a2%9e","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36103","title":{"rendered":"\u5927\u6a21\u578b\u5408\u6210\u6570\u636e\u673a\u7406\u5206\u6790\uff0c\u4eba\u5927\u5218\u52c7\u56e2\u961f\uff1a\u4fe1\u606f\u589e\u76ca\u5f71\u54cd\u6cdb\u5316\u80fd\u529b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-15-3\" target=\"_blank\">\u5927\u6a21\u578b\u5408\u6210\u6570\u636e\u673a\u7406\u5206\u6790\uff0c\u4eba\u5927\u5218\u52c7\u56e2\u961f\uff1a\u4fe1\u606f\u589e\u76ca\u5f71\u54cd\u6cdb\u5316\u80fd\u529b<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ce7d9fac2785b49a53f0efb0d0bc6b81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ce7d9fac2785b49a53f0efb0d0bc6b81.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u540e\u8bad\u7ec3\u4efb\u52a1\u4e2d\uff0c\u7531\u4e8e\u9ad8\u8d28\u91cf\u7684\u7279\u5b9a\u9886\u57df\u6570\u636e\u5341\u5206\u7a00\u7f3a\uff0c\u5408\u6210\u6570\u636e\u5df2\u6210\u4e3a\u91cd\u8981\u8d44\u6e90\u3002\u867d\u7136\u5df2\u6709\u591a\u79cd\u65b9\u6cd5\u88ab\u7528\u4e8e\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u4f46\u5408\u6210\u6570\u636e\u7684\u7406\u8bba\u7406\u89e3\u4ecd\u5b58\u5728\u7f3a\u53e3\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u672c\u6587\u9996\u5148\u5bf9\u5f53\u524d\u6d41\u884c\u7684\u5408\u6210\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u8fdb\u884c\u4e86\u6570\u5b66\u5efa\u6a21\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u672c\u6587\u8bc1\u660e\u4e86\u540e\u8bad\u7ec3\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5173\u952e\u53d6\u51b3\u4e8e\u751f\u6210\u6a21\u578b\u5e26\u6765\u7684\u4fe1\u606f\u589e\u76ca\uff0c\u5e76\u4ece\u4e00\u4e2a\u65b0\u7684\u53cd\u5411\u74f6\u9888\u89c6\u89d2\u8fdb\u884c\u4e86\u5206\u6790\u3002\u6b64\u5916\uff0c\u672c\u6587\u5f15\u5165\u4e86\u4e92\u4fe1\u606f\u6cdb\u5316\u589e\u76ca\uff08GGMI\uff09\u7684\u6982\u5ff5\uff0c\u9610\u660e\u4e86\u6cdb\u5316\u589e\u76ca\u4e0e\u4fe1\u606f\u589e\u76ca\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u6211\u4eec\u5e0c\u671b\u4e3a\u5408\u6210\u6570\u636e\u7684\u5e94\u7528\u63d0\u4f9b\u7406\u8bba\u57fa\u7840\uff0c\u8fdb\u800c\u4e3a\u5408\u6210\u6570\u636e\u751f\u6210\u6280\u672f\u7684\u8bbe\u8ba1\u4e0e\u540e\u8bad\u7ec3\u8fc7\u7a0b\u7684\u4f18\u5316\u63d0\u4f9b\u65b0\u7684\u7406\u89e3\u3002<\/strong><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"63\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p>It&#8217;s not the form of data, but the information it brings that truly matters.<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-181ee9a33a03f48833714c092408a1b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-181ee9a33a03f48833714c092408a1b5.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8868 1: \u5408\u6210\u6570\u636e\u4e00\u822c\u751f\u6210\u8303\u5f0f<\/sup><\/em><\/p>\n<p>\u6b63\u5982\u8457\u540d\u7684 Scaling laws \u6240\u8bf4\u7684\u90a3\u6837\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u6548\u80fd\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u548c\u8d28\u91cf [1]\u3002\u7136\u800c\uff0c\u5728 LLM \u7684\u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u5c24\u5176\u662f\u5728\u5fae\u8c03\u548c\u6a21\u578b\u5bf9\u9f50\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u7528\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u5341\u5206\u7a00\u7f3a\u3002<\/p>\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5728\u771f\u5b9e\u6570\u636e\u532e\u4e4f\u7684\u60c5\u51b5\u4e0b\u5408\u6210\u6570\u636e\u5728\u6700\u8fd1\u7684\u7814\u7a76\u4e2d\u91cc\u9010\u6e10\u6210\u4e3a\u589e\u5f3a\u6a21\u578b\u8bad\u7ec3\u7684\u5173\u952e\u624b\u6bb5\u3002\u622a\u81f3 2024 \u5e74 9 \u6708\uff0c\u5728 Hugging Face \u5e73\u53f0\u4e0a\u6807\u6ce8\u4e3a \u201c\u5408\u6210\u201d \u7684\u6570\u636e\u96c6\u5df2\u8d85\u8fc7 1000 \u4e2a\u3002\u8bb8\u591a\u524d\u6cbf\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5982 LLaMA [2]\u3001Falcon [3]\u3001Qwen [4] \u548c GPT-4 [5] \u90fd\u5728\u5176\u6280\u672f\u62a5\u544a\u4e2d\u8868\u9762\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u5e7f\u6cdb\u4f7f\u7528\u4e86\u5408\u6210\u6570\u636e\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u591a\u79cd\u5408\u6210\u6570\u636e\u751f\u6210\u65b9\u6cd5 [6-8]\uff0c\u5176\u4e2d\u6700\u4e3a\u6709\u6548\u4e14\u5e38\u89c1\u7684\u662f\u901a\u8fc7\u4e00\u4e2a\u5728\u76f8\u5173\u5185\u5bb9\u4e0a\u8fdb\u884c\u8fc7\u9884\u8bad\u7ec3\u7684\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5408\u6210\u6570\u636e\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u751f\u6210\u8fc7\u7a0b\u901a\u5e38\u662f\u57fa\u4e8e\u5c11\u91cf\u7684\u771f\u5b9e\u6570\u636e\uff0c\u7f16\u5199\u4e00\u7ec4\u7279\u5b9a\u7684 prompt\uff0c\u518d\u7ecf\u7531\u751f\u6210\u6a21\u578b\u751f\u6210\u5177\u6709\u9488\u5bf9\u6027\u548c\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\uff0c\u5982\u56fe 1 \u6240\u793a\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u591f\u7f13\u89e3\u540e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6570\u636e\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u8fd8\u80fd\u591f\u4e3a\u6a21\u578b\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u4efb\u52a1\u76f8\u5173\u4fe1\u606f\uff0c\u8fdb\u800c\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u5bf9\u9f50\u7cbe\u5ea6\u3002\u8fd9\u4e00\u8303\u5f0f\u5df2\u7ecf\u5728\u591a\u4e2a\u524d\u6cbf\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\uff0c\u663e\u793a\u51fa\u5176\u5728\u540e\u8bad\u7ec3\u4efb\u52a1\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5f53\u524d\u5bf9\u5408\u6210\u6570\u636e\u7684\u5efa\u6a21\u548c\u7406\u8bba\u5206\u6790\u4ecd\u7136\u5b58\u5728\u663e\u8457\u7684\u4e0d\u8db3\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9650\u5236\u4e86\u6211\u4eec\u5bf9\u5176\u5185\u5728\u673a\u5236\u7684\u6df1\u5165\u7406\u89e3 [9]\u3002\u7f3a\u4e4f\u7cfb\u7edf\u7684\u7406\u8bba\u6846\u67b6\u4f7f\u5f97\u6211\u4eec\u96be\u4ee5\u51c6\u786e\u9884\u6d4b\u5408\u6210\u6570\u636e\u5728\u4e0d\u540c LLM \u5e94\u7528\u4e2d\u7684\u6709\u6548\u6027\uff0c\u4e5f\u9650\u5236\u4e86\u751f\u6210\u6a21\u578b\u5728\u66f4\u5177\u9488\u5bf9\u6027\u7684\u5408\u6210\u6570\u636e\u751f\u6210\u65b9\u9762\u7684\u4f18\u5316 [10]\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6df1\u5165\u7814\u7a76\u5408\u6210\u6570\u636e\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\u6210\u4e3a\u63d0\u5347\u6a21\u578b\u6027\u80fd\u548c\u53ef\u9760\u6027\u7684\u91cd\u8981\u65b9\u5411\u3002\u901a\u8fc7\u52a0\u5f3a\u5bf9\u5408\u6210\u6570\u636e\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u5982\u4f55\u76f8\u4e92\u4f5c\u7528\u7684\u7406\u89e3\uff0c\u6211\u4eec\u6709\u671b\u5f00\u53d1\u51fa\u66f4\u52a0\u7cbe\u51c6\u7684\u5408\u6210\u6570\u636e\u96c6\uff0c\u6709\u6548\u586b\u8865\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7279\u5b9a\u7a7a\u767d\uff0c\u8fdb\u800c\u5168\u9762\u63d0\u5347\u6a21\u578b\u7684\u8868\u73b0\u548c\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u4e0d\u4ec5\u80fd\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5404\u7c7b\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u63d0\u4f9b\u5f3a\u6709\u529b\u7684\u652f\u6301\uff0c\u8fd8\u4e3a\u672a\u6765\u7684\u6a21\u578b\u4f18\u5316\u63d0\u4f9b\u4e86\u7406\u8bba\u4f9d\u636e\u3002<\/p>\n<p><strong>\u5408\u6210\u6570\u636e\u4e3a\u4f55\u80fd\u6709\u6548\u63d0\u5347\u6a21\u578b\u80fd\u529b\uff1f\u8fd9\u79cd\u63d0\u5347\u53c8\u662f\u57fa\u4e8e\u4ec0\u4e48\u5173\u952e\u56e0\u7d20\uff1f<\/strong>\u9488\u5bf9\u8fd9\u4e9b\u6838\u5fc3\u95ee\u9898\uff0c\u6211\u4eec\u5c06\u4ece\u5bf9\u5408\u6210\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u7684\u5efa\u6a21\u5f00\u59cb\uff0c\u5c06\u5176\u4e0e\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5efa\u7acb\u8054\u7cfb\uff0c\u5e76\u8bd5\u56fe\u63a2\u7a76\u8fd9\u4e00\u6846\u67b6\u4e0b\u5f71\u54cd\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c5cbc4db5e8c34af34d6ef4b2841d52a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c5cbc4db5e8c34af34d6ef4b2841d52a.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTowards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.01720<\/section>\n<\/li>\n<\/ul>\n<p>\u5728\u6b64\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u4e3b\u8981\u4f5c\u51fa\u4e86\u5982\u4e0b\u8d21\u732e\uff1a<\/p>\n<ul>\n<li>\n<section><strong>\u6211\u4eec\u5bf9\u5408\u6210\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u7684\u8fdb\u884c\u4e86\u66f4\u52a0\u8be6\u5c3d\u7684\u6570\u5b66\u5efa\u6a21<\/strong>\uff0c\u5e76\u4ece\u671f\u671b\u7684\u89d2\u5ea6\u63ed\u793a\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u7684\u672c\u8d28\uff0c\u5373\u5bf9\u751f\u6210\u6a21\u578b\u8f93\u51fa\u7684\u5206\u5e03\u7684\u538b\u7f29\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6211\u4eec<strong>\u5c06\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u4e0e\u540e\u8bad\u7ec3\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u8fdb\u884c\u4e86\u8fde\u63a5<\/strong>\uff0c\u5e76<strong>\u63d0\u51fa\u4e86 \u201c\u53cd\u4fe1\u606f\u74f6\u9888\u201d \u89c6\u89d2<\/strong>\uff0c\u89e3\u91ca\u4e86\u5408\u6210\u6570\u636e\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4f5c\u7528\u673a\u7406\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6211\u4eec\u57fa\u4e8e\u4e0a\u8ff0\u5206\u6790\uff0c\u4ece\u4fe1\u606f\u8bba\u7684\u89d2\u5ea6<strong>\u4e3a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u63d0\u51fa\u4e86\u6cdb\u5316\u8bef\u5dee\u4e0a\u754c<\/strong>\uff0c\u5e76\u63ed\u793a\u4e86\u7528\u4e8e\u5408\u6210\u6570\u636e\u751f\u6210\u7684\u751f\u6210\u6a21\u578b\u6240\u5e26\u6765\u7684<strong>\u4fe1\u606f\u589e\u76ca\u7684\u91cd\u8981\u5730\u4f4d<\/strong>\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u6a21\u62df\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n<p>\u5982\u56fe 2 \u6240\u793a\uff0c\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u6df7\u5408\u9ad8\u65af\u6a21\u578b\uff08GMM\uff09\u6765\u5bf9\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u8fdb\u884c\u6a21\u62df\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u6211\u4eec\u8bbe\u7f6e\u4e86\u4e00\u4e2a\u5305\u542b K+J \u4e2a\u5b50\u9ad8\u65af\u5206\u5e03\u7684 GMM \u4f5c\u4e3a ground-truth\uff08gt-GMM\uff09\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u5f15\u5165 L \u4e2a\u989d\u5916\u7684\u968f\u673a\u5b50\u9ad8\u65af\u5206\u5e03\u6784\u6210\u7528\u4e8e\u6a21\u62df\u751f\u6210\u6a21\u578b\u7684 M\u3002\u6211\u4eec\u4ece gt-GMM \u7684\u524d K \u4e2a\u5b50\u9ad8\u65af\u8fdb\u884c\u91c7\u6837\u4f5c\u4e3a\u771f\u5b9e\u6570\u636e\uff0c\u4ece M \u4e2d\u8fdb\u884c\u91c7\u6837\u4f5c\u4e3a\u6700\u7ec8\u7684\u5408\u6210\u6570\u636e\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u540e\u7eed\u7684\u9a8c\u8bc1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b2b9cfc82b9f401fa9a68ca1bbf9d42a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b2b9cfc82b9f401fa9a68ca1bbf9d42a.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8868 2: \u6a21\u62df\u5b9e\u9a8c\u8bbe\u7f6e<\/sup><\/em><\/p>\n<p><strong>1 \u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u662f\u5bf9\u751f\u6210\u6a21\u578b\u8f93\u51fa\u5206\u5e03\u7684\u538b\u7f29<\/strong><\/p>\n<p>\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u53ef\u4ee5\u5f62\u8c61\u5316\u7684\u8868\u8fbe\u4e3a\u5982\u4e0b\u7684\u8fc7\u7a0b [11]\u3002\u8bb0\u7528\u4e8e\u4ea7\u751f prompt<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-721b902026b1a068f1bf540442b23bb3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-721b902026b1a068f1bf540442b23bb3.png\"><\/a> \u7684\u5c11\u91cf\u771f\u5b9e\u6570\u636e\u4e3a\u951a\u70b9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-694e3d12aeb63ecdd562cd2ea9c8b645.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-694e3d12aeb63ecdd562cd2ea9c8b645.png\"><\/a>\uff0c\u5408\u6210\u6570\u636e\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2ef385d6e5ff4df2dc4138d3bd3d3c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2ef385d6e5ff4df2dc4138d3bd3d3c0.png\"><\/a>\uff0c\u540e\u8bad\u7ec3\u7684\u76ee\u6807\u4efb\u52a1\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-418c18d283e12355550f32153c329e87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-418c18d283e12355550f32153c329e87.png\"><\/a>\u3002\u5bf9\u4e8e\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u4e00\u79cd\u62bd\u8c61\u5316\u7684\u6570\u5b66\u8868\u8fbe\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-542a572ce75d8a3bdcc29ad4a4c5ab97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-542a572ce75d8a3bdcc29ad4a4c5ab97.png\"><\/a><\/p>\n<p>\u8fd9\u4e00\u516c\u5f0f\u8868\u793a\u5408\u6210\u6570\u636e\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f2c611688106904c4a69a9b3b49f1b10.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f2c611688106904c4a69a9b3b49f1b10.png\"><\/a>\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5f9aa2c4f41efa59e0c42a94bfd3b9d6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5f9aa2c4f41efa59e0c42a94bfd3b9d6.png\"><\/a>\u4e0a\u9650\u5b9a\u7684\u8868\u8fbe\uff0c\u5e76\u4e14\u4e3b\u8981\u4e0e\u76ee\u6807\u4efb\u52a1\u548c\u951a\u70b9\u6570\u636e\u6709\u5173\u3002<\/p>\n<p>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4e190b2b2878c60813e34c126d6fad02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4e190b2b2878c60813e34c126d6fad02.png\"><\/a>\u5219\u4e3b\u8981\u4e0e\u4e09\u79cd\u5206\u522b\u4ee3\u8868 \u201c\u4efb\u52a1\u201d<a 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c4f6f42bc164d86d200ee08a3c77096.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7c4f6f42bc164d86d200ee08a3c77096.png\"><\/a><\/p>\n<p>\u57fa\u4e8e\u6b64\u89c2\u70b9\uff0c\u5e76\u7ed3\u5408\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u751f\u6210\u6b65\u9aa4\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u7528\u7b49\u5f0f\u7684\u5f62\u5f0f\u8868\u8fbe\u4e86\u5408\u6210\u6570\u636e\u7684\u5b9e\u9645\u751f\u6210\u8fc7\u7a0b\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5408\u6210\u6570\u636e\u53ef\u4ee5\u770b\u4f5c\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-92ff9876a5711051cbdeadbff7e0a9f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-92ff9876a5711051cbdeadbff7e0a9f6.png\"><\/a>\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-29096b52e481821ab5270cee7975026b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-29096b52e481821ab5270cee7975026b.png\"><\/a>\u4e0a\u7684\u76f4\u63a5\u8f93\u51fa\u4e0e\u5176\u4ed6\u7684\u8c03\u6574\u4e24\u90e8\u5206\u7ec4\u6210\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ebab6ad0b35be5c051b3ae566c66119c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ebab6ad0b35be5c051b3ae566c66119c.png\"><\/a><\/p>\n<p>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0b94ef83acee953fae6882df73aee32e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fcc2dd31b3b5acc6f07166fd50a00ec2.png\"><\/a>\u5bf9\u951a\u70b9\u6570\u636e\u7684\u8f6c\u6362\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7b92e264c5c906a784216a8fbbfa255b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7b92e264c5c906a784216a8fbbfa255b.png\"><\/a><\/p>\n<p>\u5c06\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u5230\u7684\u53d8\u91cf\u89c6\u4e3a\u968f\u673a\u53d8\u91cf\uff0c\u5e76\u5199\u51fa\u5b83\u4eec\u5bf9\u5e94\u7684\u5206\u5e03\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u548c\u5bf9\u5e94\u7684\u5206\u5e03\u53d8\u5316\u8fc7\u7a0b\uff0c\u5982\u56fe 3 \u6240\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5ef170fa5e2c8f12cd505f4719ac98a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5ef170fa5e2c8f12cd505f4719ac98a5.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8868 3: \u5408\u6210\u6570\u636e\u751f\u6210\u4e0e\u5206\u5e03\u53d8\u5316\u8fc7\u7a0b<\/sup><\/em><\/p>\n<p>\u5047\u8bbe<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3690da57b39d032457218c9584ea88aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3690da57b39d032457218c9584ea88aa.png\"><\/a>\u91c7\u6837\u81ea\u540e\u8bad\u7ec3\u7684\u76ee\u6807\u4efb\u52a1\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-358741c0defc1c1779f3ff28e24b3306.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-358741c0defc1c1779f3ff28e24b3306.png\"><\/a>\uff0c\u751f\u6210\u6a21\u578b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa3fe0cffb901dbd48424e12ce15e793.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa3fe0cffb901dbd48424e12ce15e793.png\"><\/a>\u7684\u8f93\u51fa\u670d\u4ece\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ac2197f34f3767a33e5aee2a1edff5f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ac2197f34f3767a33e5aee2a1edff5f3.png\"><\/a>\uff0c\u5176\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f03231cbd36dc4453f2d3d85ba3889f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f03231cbd36dc4453f2d3d85ba3889f5.png\"><\/a>\u4e0a\u53d7\u9650\u7684\u8f93\u51fa\u670d\u4ece\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4585091053cfa53ad9c6f6fb2437df73.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4585091053cfa53ad9c6f6fb2437df73.png\"><\/a>\uff0c\u800c\u6700\u7ec8\u7684\u5408\u6210\u6570\u636e\u670d\u4ece\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-68779eef1fdc577229ca9c61f6508361.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-68779eef1fdc577229ca9c61f6508361.png\"><\/a>\u3002<\/p>\n<p>\u4ece\u6570\u636e\u5408\u6210\u8fc7\u7a0b\u6765\u770b\uff0c\u5408\u6210\u6570\u636e\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-094c10d83a035deb0f9d61de3f37581e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-094c10d83a035deb0f9d61de3f37581e.png\"><\/a>\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e034d9c2c4924869d438b7321f781e53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e034d9c2c4924869d438b7321f781e53.png\"><\/a>\u4e0a\u7684\u8c03\u6574\u8f93\u51fa\u3002<\/p>\n<p>\u82e5\u5c06\u5176\u89c6\u4e3a \u201cPrompting\u201d \u548c \u201cData Curation\u201d \u4e24\u4e2a\u6b65\u9aa4\uff0c<strong>\u6570\u636e\u5408\u6210\u7684\u8fc7\u7a0b\u5b9e\u8d28\u4e0a\u662f\u5728\u5bf9<\/strong><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fc618850f2ec857f97500ccb733c2ea5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fc618850f2ec857f97500ccb733c2ea5.png\"><\/a>\u5411<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-493a515893abbf02b284b7a805e999a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-493a515893abbf02b284b7a805e999a7.png\"><\/a>\u8fdb\u884c\u538b\u7f29<\/strong>\u3002\u5982\u56fe 4 \u6240\u793a\u3002\u5176\u4e2d\uff0c\u6240\u6709\u84dd\u8272\u7684\u90e8\u5206\u8868\u793a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6ddc6e6291f4a3f663274bf70deb9570.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6ddc6e6291f4a3f663274bf70deb9570.png\"><\/a>\uff0c\u800c\u6df1\u84dd\u8272\u7684\u90e8\u5206\u8868\u793a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-59f6775e41ebbc6bacdb9ae504da54a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-59f6775e41ebbc6bacdb9ae504da54a3.png\"><\/a>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65033ed23e61cade04dc5abe8e44575a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65033ed23e61cade04dc5abe8e44575a.png\"><\/a><\/p>\n<p><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\u8868 4: \u5206\u5e03\u7684\u538b\u7f29\u8fc7\u7a0b\u793a\u610f\u56fe<\/sup><\/em><\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7531\u4e8e\u538b\u7f29\u7684\u4e0d\u5b8c\u5168\u6027\uff0c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b87918a0dfe07d186d61105dfbfe4e7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b87918a0dfe07d186d61105dfbfe4e7c.png\"><\/a>\u6700\u7ec8\u4e0d\u4e00\u5b9a\u4f1a\u5b8c\u5168\u8986\u76d6<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-033f57750c0bfcd7dd297923dea43400.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-033f57750c0bfcd7dd297923dea43400.png\"><\/a><\/strong>\uff0c\u4e5f\u6709\u53ef\u80fd\u4f1a\u4ea7\u51fa\u4e0d\u5c5e\u4e8e<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2120b88022f490f793a21236939cc516.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2120b88022f490f793a21236939cc516.png\"><\/a><\/strong>\u7684\u8f93\u51fa\uff0c\u8fd9\u4e00\u73b0\u8c61\u4e5f\u4e3a\u540e\u7eed\u4f53\u73b0\u7684\u4fe1\u606f\u589e\u76ca\u63d0\u4f9b\u4e86\u8f83\u4e3a\u76f4\u89c2\u7684\u89e3\u91ca\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2e11aded1ac3177dc58c65aff5a3db0c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2e11aded1ac3177dc58c65aff5a3db0c.png\"><\/a><\/p>\n<p><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 \u56fe\u8868 5: GMM \u6a21\u62df\u5b9e\u9a8c\u5206\u5e03\u7ed3\u679c<\/sup><\/em><\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u4e00\u7ec4\u6df7\u5408\u9ad8\u65af\u6a21\u578b\uff08GMM\uff09\u5bf9\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fdb\u884c\u4e86\u6a21\u62df\uff0c\u7ed3\u679c\u5982\u56fe 5 \u6240\u793a\u3002\u5176\u4e2d\uff0c\u84dd\u8272\u7684\u70b9\u4e3a\u951a\u70b9\u6570\u636e\uff0c\u91c7\u6837\u81ea\u7528\u84dd\u8272\u692d\u5706\u8868\u793a\u4e2d\u5fc3\u7684\u5206\u5e03\u4e2d\u3002\u9ec4\u8272\u7684\u70b9\u4e3a\u5408\u6210\u6570\u636e\uff0c\u91c7\u6837\u81ea\u9ec4\u8272\u692d\u5706\u8868\u793a\u4e2d\u5fc3\u7684\u5206\u5e03\u4e2d\u3002<\/p>\n<p>\u5728\u5b9e\u9a8c\u7684\u8bbe\u7f6e\u4e2d\uff0c\u5408\u6210\u6570\u636e\uff08\u9ec4\u8272\uff09\u7684\u5206\u5e03\u662f\u5bf9\u951a\u70b9\u6570\u636e\uff08\u84dd\u8272\uff09\u89c2\u6d4b\u7684\u62df\u5408\u548c\u6a21\u62df\uff0c\u4f46\u7531\u4e8e GMM \u5177\u4f53\u8bbe\u7f6e\u7684\u5dee\u5f02\uff0c\u9ec4\u8272\u692d\u5706\u6700\u7ec8\u65e0\u6cd5\u5b8c\u5168\u8986\u76d6\u84dd\u8272\u692d\u5706\uff0c\u5e76\u4e14\u8fd8\u8986\u76d6\u4e86\u84dd\u8272\u692d\u5706\u672a\u8986\u76d6\u7684\u4f4d\u7f6e\uff0c\u8fd9\u4e0e\u4e4b\u524d\u7684\u5206\u6790\u76f8\u7b26\u3002<\/p>\n<p><strong>2 \u8fde\u63a5\u6570\u636e\u5408\u6210\u8fc7\u7a0b\u4e0e\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b<\/strong><\/p>\n<p>\u5bf9\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u7684\u5efa\u6a21\u4ece\u5206\u5e03\u7684\u89d2\u5ea6\u523b\u753b\u4e86\u5176\u672c\u8d28\u7279\u5f81\u3002<\/p>\n<p>\u4e3a\u4e86\u5c06\u8fd9\u4e00\u7279\u5f81\u4e0e\u540e\u8bad\u7ec3\u6a21\u578b\u7684\u80fd\u529b\u76f8\u7ed3\u5408\uff0c\u6211\u4eec\u4ece\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5207\u5165\u5e76\u8fdb\u884c\u76f8\u5e94\u7684\u5206\u6790\u3002\u9996\u5148\uff0c\u6211\u4eec\u5c06\u5927\u6a21\u578b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c847dada211f7853d4742d2ffa2aa225.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c847dada211f7853d4742d2ffa2aa225.png\"><\/a>\u5728\u5408\u6210\u6570\u636e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d9b483657b2bb6b22f619c4aa611c3d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d9b483657b2bb6b22f619c4aa611c3d8.png\"><\/a>\u4e0a\u8fdb\u884c\u8bad\u7ec3\u540e\u5f97\u5230\u7684\u540e\u8bad\u7ec3\u6a21\u578b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e064b70fb3c16abf1675b14c8cc1c7c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e064b70fb3c16abf1675b14c8cc1c7c6.png\"><\/a>\u7684\u6cdb\u5316\u8bef\u5dee\u8868\u793a\u4e3a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b85ebbd6fc9b4f989bdaa1edc1c2efe3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b85ebbd6fc9b4f989bdaa1edc1c2efe3.png\"><\/a><\/p>\n<p>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa0bb55defcbd6d8da9ac8e1088e8ff6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aa0bb55defcbd6d8da9ac8e1088e8ff6.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eed074cb46cd694b1e17032a0469e63a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eed074cb46cd694b1e17032a0469e63a.png\"><\/a>\u5206\u522b\u8868\u793a\u6a21\u578b\u5728\u5206\u5e03<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef78cc4ab01932ea308a601016ad71f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ef78cc4ab01932ea308a601016ad71f2.png\"><\/a><\/strong>\u4e0a\u7684\u771f\u5b9e\u8bef\u5dee\u548c\u5728\u6570\u636e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79368c8eeac6399d84405d17edc3bf75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79368c8eeac6399d84405d17edc3bf75.png\"><\/a>\u4e0a\u7684\u7ecf\u9a8c\u8bef\u5dee\u3002<\/p>\n<p>\u7ecf\u8fc7\u8fdb\u4e00\u6b65\u7684\u5206\u6790\u4e0e\u63a8\u5bfc\uff08\u8be6\u89c1\u6b63\u6587\u53ca\u9644\u5f55\uff09\uff0c\u6700\u7ec8\uff0c\u6a21\u578b\u7684\u6cdb\u5316\u8bef\u5dee\u5177\u6709\u5982\u4e0b\u5f15\u7406\u4e2d\u7684\u4e0a\u754c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-55d2cce44370e886abfe15f4ebdc5ffb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-55d2cce44370e886abfe15f4ebdc5ffb.png\"><\/a><\/p>\n<p>\u6b64\u5f15\u7406\u5c06<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-61f890cf3fd349d1b173d72f4c4ecb11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-61f890cf3fd349d1b173d72f4c4ecb11.png\"><\/a>\u7684\u6cdb\u5316\u8bef\u5dee\u4e0a\u754c\u5206\u4e3a\u4e86\u4e24\u4e2a\u90e8\u5206\uff0c\u5206\u522b\u662f \u201c\u5206\u5e03\u95f4\u7684\u6563\u5ea6\u201d \u548c \u201c\u4e0e\u5408\u6210\u6570\u636e\u6709\u5173\u7684\u6cdb\u5316\u8bef\u5dee\u201d \u3002<\/p>\n<p>\u5bf9\u4e8e\u524d\u4e00\u90e8\u5206\uff0c\u4e3b\u8981\u4e0e\u6570\u636e\u5408\u6210\u4e2d\u91c7\u7528\u7684\u751f\u6210\u6a21\u578b\u548c\u4efb\u52a1\u672c\u8eab\u7684\u6027\u8d28\u6709\u5173\uff0c\u800c\u540e\u4e00\u90e8\u5206\u5c06\u6210\u4e3a\u6211\u4eec\u5206\u6790\u7684\u91cd\u70b9\u3002<\/p>\n<p><strong>3 \u201c\u9006\u4fe1\u606f\u74f6\u9888\u201d \u89c6\u89d2\u4e0b\u7684\u6cdb\u5316\u8bef\u5dee\u4e0a\u754c<\/strong><\/p>\n<p><strong>3.1 \u201c\u9006\u4fe1\u606f\u74f6\u9888\u201d<\/strong><\/p>\n<p>\u6ce8\u610f\u5230\uff0c\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u5176\u5b9e\u548c\u4e00\u4e2a\u5178\u578b\u7684\u673a\u5668\u5b66\u4e60\u8fc7\u7a0b\u5728\u5f62\u5f0f\u4e0a\u975e\u5e38\u7c7b\u4f3c\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f59084d7c06f09623394e1c0076a6526.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f59084d7c06f09623394e1c0076a6526.png\"><\/a>\u7ecf\u7531<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-636db76a9ec2a96698121837994282a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-636db76a9ec2a96698121837994282a2.png\"><\/a>\u5f97\u5230 prompt<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6c013609760170554a4534c2fbcad70c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6c013609760170554a4534c2fbcad70c.png\"><\/a> \uff0c\u518d\u7ecf\u7531<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-03b3728b3bfd77057aff879b0cc72539.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-03b3728b3bfd77057aff879b0cc72539.png\"><\/a>\u5f97\u5230<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c78fcac8ddeda6459fedbf07edeb9d02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c78fcac8ddeda6459fedbf07edeb9d02.png\"><\/a>\uff0c\u5341\u5206\u7c7b\u4f3c\u4e8e\u4e00\u4e2a\u7ecf\u5178\u7684 enc-dec \u7ed3\u6784\u7684\u673a\u5668\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5982\u56fe 6 \u5de6\u4fa7\u6240\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a5933a04c24f764c8934e5d8e7a1278.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5a5933a04c24f764c8934e5d8e7a1278.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u8868 6: \u9006\u4fe1\u606f\u74f6\u9888\u793a\u610f\u56fe<\/sup><\/em><\/p>\n<p>\u7136\u800c\uff0c\u6b63\u56e0\u4e3a\u5927\u6a21\u578b\u4e2d\u5408\u6210\u6570\u636e\u4e0e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u7684\u5173\u952e\u4e0d\u540c\u4e4b\u5904\uff1a\u751f\u6210\u6a21\u578b\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65407b6f1c6a514d99d281f713d1dbac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65407b6f1c6a514d99d281f713d1dbac.png\"><\/a>\u4e8b\u5148\u9884\u8bad\u7ec3\u7684\uff0c\u5bfc\u81f4\u4ece\u4fe1\u606f\u6d41\u7684\u89c6\u89d2\u4e0b\u4e8c\u8005\u5177\u6709\u76f8\u53cd\u7684\u6027\u8d28\u3002\u5982\u56fe 6 \u53f3\u4fa7\u6240\u793a\uff0c\u5728\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u4fe1\u606f\u91cf\u662f\u4e00\u4e2a\u88ab\u6269\u5145\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u4fe1\u606f\u662f\u9010\u6b65\u88ab\u538b\u7f29\u7684\uff0c\u56e0\u6b64\u5b58\u5728\u4fe1\u606f\u74f6\u9888\uff1b<strong>\u800c\u5728\u751f\u6210<\/strong><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7039b847cb2a6913bdac9a65bacc2c33.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7039b847cb2a6913bdac9a65bacc2c33.png\"><\/a>\u7684\u8fc7\u7a0b\u4e2d\uff0c\u7531\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8bf1560f2179035b9781cc5a031a55d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8bf1560f2179035b9781cc5a031a55d8.png\"><\/a>\u7684\u5b58\u5728\uff0c\u5b9e\u8d28\u4e3a\u8fd9\u4e00\u8fc7\u7a0b\u6269\u5145\u4e86\u989d\u5916\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u5f62\u6210\u4e86\u4e00\u79cd \u201c\u9006\u4fe1\u606f\u74f6\u9888\u201d<\/strong>\u3002<\/p>\n<p><strong>3.2 \u201c\u9006\u4fe1\u606f\u74f6\u9888\u201d \u89c6\u89d2\u4e0b\u7684\u6cdb\u5316\u8bef\u5dee\u5206\u6790<\/strong><\/p>\n<p>\u523b\u753b\u8fd9\u4e00 \u201c\u9006\u4fe1\u606f\u74f6\u9888\u201d \u7684\u5173\u952e\u5c31\u662f\u523b\u753b<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cdd289cfa437636224439555fcdfd0a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cdd289cfa437636224439555fcdfd0a6.png\"><\/a><\/strong>\u5f15\u5165\u7684\u4fe1\u606f\u589e\u76ca\u3002\u6211\u4eec\u9996\u5148\u5b9a\u4e49\u4e86\u5408\u6210\u56e0\u5b50<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f9ee36f7cf0e494e1a7efac11866991d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f9ee36f7cf0e494e1a7efac11866991d.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d32538ee963840158d61018b441ca349.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d32538ee963840158d61018b441ca349.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-77dc7c2c1dc83aa313057cde85747dc7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-77dc7c2c1dc83aa313057cde85747dc7.png\"><\/a>\u662f\u548c prompt \u6709\u5173\u7684\u56e0\u5b50\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7a88b32e17204f5509d2c12c703bf414.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7a88b32e17204f5509d2c12c703bf414.png\"><\/a>\u662f\u548c\u751f\u6210\u6a21\u578b\u6709\u5173\u7684\u56e0\u5b50\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e14897c8994f550c03288f626776e319.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e14897c8994f550c03288f626776e319.png\"><\/a><\/p>\n<p>\u6211\u4eec\u5c06\u4fe1\u606f\u589e\u76ca\u8bb0\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ecc3971eecdf33bc851173dee5032ddc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ecc3971eecdf33bc851173dee5032ddc.png\"><\/a>\uff0c\u5e76\u4ece\u4fe1\u606f\u8bba\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-64665566e02937a39348da0dcb1a62af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-64665566e02937a39348da0dcb1a62af.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-28847f85f330aac3251e465566607321.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-28847f85f330aac3251e465566607321.png\"><\/a>\u8861\u91cf\u4e86\u5728\u6570\u636e\u751f\u6210\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9664\u5f00 prompt \u7684\u5f71\u54cd\u540e\uff0c\u7531\u751f\u6210\u6a21\u578b<strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0b4267db8cad043ccad03d4c55545b94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0b4267db8cad043ccad03d4c55545b94.png\"><\/a><\/strong>\u6240\u5f15\u5165\u7684\u4fe1\u606f\u91cf\u3002<\/p>\n<p>\u63a5\u7740\uff0c\u6211\u4eec\u8003\u8651\u5408\u6210\u6570\u636e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e96c736907dc0077fee7b547fb65c173.png\" 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9109a3037afc2ce482481cbc7c721e06.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9109a3037afc2ce482481cbc7c721e06.png\"><\/a><\/p>\n<p>\u6839\u636e\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u5df2\u6709\u7684\u7814\u7a76\u7ed3\u679c\uff0c\u7ecf\u8fc7\u4e00\u5b9a\u7684\u63a8\u5bfc\uff0c\u5e76\u4e0e\u4e4b\u524d\u7684\u7ed3\u8bba\u76f8\u7ed3\u5408\uff0c\u6211\u4eec\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-192e5b57f321504ff6945232bd8de61e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-192e5b57f321504ff6945232bd8de61e.png\"><\/a>\u7684\u671f\u671b\u6cdb\u5316\u8bef\u5dee\u5bfb\u627e\u5230\u4e86\u4e00\u4e2a\u6700\u7ec8\u7684\u4e0a\u754c\uff1a<\/p>\n<p><a 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data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-efdd14f941f563001f02661d7fc6d9a9.png\"><\/a>\u7684\u671f\u671b\u6cdb\u5316\u8bef\u5dee\u4e0a\u754c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dd73e9287496f540c11f767274ab6c59.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dd73e9287496f540c11f767274ab6c59.png\"><\/a><\/p>\n<p>\u663e\u7136\uff0c\u5408\u6210\u6570\u636e\u5e26\u6765\u7684\u6cdb\u5316\u80fd\u529b\u7684\u63d0\u5347\u4e3b\u8981\u4f53\u73b0\u5728\u6570\u636e\u7684\u89c4\u6a21\u4e0a\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4707df8a01ba04bddb2578b6233da70b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4707df8a01ba04bddb2578b6233da70b.png\"><\/a>\u3002<\/p>\n<p>\u9664\u4e86\u6570\u636e\u89c4\u6a21\u5e26\u6765\u7684\u63d0\u5347\u5916\uff0c\u5408\u6210\u6570\u636e\u4e2d\u6240\u5f15\u5165\u7684\u65b0\u4fe1\u606f\u662f\u5426\u4e5f\u80fd\u5e26\u6765\u6cdb\u5316\u80fd\u529b\u7684\u63d0\u5347\u5462\uff1f\u4e3a\u6b64\uff0c\u6211\u4eec\u4ece\u4e92\u4fe1\u606f\u9879\u4f5c\u4e3a\u5207\u5165\uff0c\u5b9a\u4e49\u4e86\u5982\u4e0b\u7684\u8861\u91cf\u6807\u51c6\uff1aGGMI\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-03d367b2ffd063cf623ea452d7e118d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-03d367b2ffd063cf623ea452d7e118d8.png\"><\/a><\/p>\n<p>\u76f4\u89c2\u4e0a\uff0c\u66f4\u5927\u7684 GGMI \u8868\u793a\u5408\u6210\u6570\u636e\u5e26\u6765\u4e86\u66f4\u52a0\u7d27\u51d1\u7684\u4e92\u4fe1\u606f\u9879\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u6a21\u578b\u6574\u4f53\u7684\u6cdb\u5316\u8bef\u5dee\u4e0a\u754c\u3002<\/p>\n<p>\u7ecf\u8fc7\u4e00\u5b9a\u7684\u63a8\u5bfc\u4ece\u800c\u6d88\u9664\u4e0d\u7edf\u4e00\u7684\u53c2\u6570\u9879\uff0cGGMI \u5b58\u5728\u5982\u4e0b\u7684\u4e0a\u754c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-17e532a7e7f197fdd1b49823c59469b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-17e532a7e7f197fdd1b49823c59469b1.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ae95cd79b06b1143290e10dae81dc274.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ae95cd79b06b1143290e10dae81dc274.png\"><\/a>\u5bf9\u4e8e GGMI \u7684\u589e\u957f\u4e5f\u5177\u6709\u91cd\u8981\u7684\u4f5c\u7528\u3002\u6b64\u5916\uff0c\u964d\u4f4e\u71b5\u7b49\u76ee\u6807\u4e5f\u6709\u52a9\u4e8e\u5408\u6210\u6570\u636e\u63d0\u4f9b\u66f4\u597d\u7684\u6cdb\u5316\u589e\u76ca\u3002<\/p>\n<p>\u6211\u4eec\u7ee7\u7eed\u5728 GMM \u7684\u8bbe\u5b9a\u4e0a\u5bf9\u8fd9\u4e00\u7ed3\u679c\u8fdb\u884c\u6a21\u62df\u3002\u6309\u7167\u4e0a\u8ff0\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u6211\u4eec\u5206\u522b\u5f97\u5230\u4e86<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-89bfc6121c1de42fb73cfd761e393d66.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-89bfc6121c1de42fb73cfd761e393d66.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dfd3511fe88bcbcc51bc600de8770609.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-dfd3511fe88bcbcc51bc600de8770609.png\"><\/a>\uff0c\u5e76\u7528\u5176\u5206\u522b\u8bad\u7ec3\u5f97\u5230\u4e86 GMM<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-33ed6246923820a8bf0a432c975e470c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-33ed6246923820a8bf0a432c975e470c.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d0761dd4f87f6cebd6f7062b1169921c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d0761dd4f87f6cebd6f7062b1169921c.png\"><\/a>\uff0c\u5e76\u8bbe\u8ba1\u4e86\u4e00\u4e2a ground-truth GMM<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3c2cb77cebfe86d8426e81cb4f51a6b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3c2cb77cebfe86d8426e81cb4f51a6b6.png\"><\/a>\u6765\u8868\u793a\u771f\u6b63\u7684\u76ee\u6807\u5206\u5e03\u3002\u4e3a\u4e86\u8861\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f03b53c41796406e120d5dbb4fd053d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f03b53c41796406e120d5dbb4fd053d5.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-70c13975bb3198a2db54dfaaa0cd2d14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-70c13975bb3198a2db54dfaaa0cd2d14.png\"><\/a>\u7684\u8f93\u51fa\u4e0e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bff325d1d0eaedcff1ec12118723fbb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bff325d1d0eaedcff1ec12118723fbb9.png\"><\/a>\u4e4b\u95f4\u7684\u5dee\u8ddd\u7684\u76f8\u5bf9\u5927\u5c0f\uff0c\u6211\u4eec\u57fa\u4e8e KL \u6563\u5ea6\u5b9a\u4e49\u4e86 KL Gap\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2991d3ca514b7f1db9284c7af39d51d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d2991d3ca514b7f1db9284c7af39d51d.png\"><\/a>. \u6a21\u62df\u5b9e\u9a8c\u7684\u7ed3\u679c\u5982\u4e0b\uff1a(\u589e\u5927<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-de29ce3796cd94acd2e29133af53ad2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-de29ce3796cd94acd2e29133af53ad2a.png\"><\/a>\u6709\u52a9\u4e8e\u589e\u5927<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-74b751b7d59ffe4bb4555dd2e35fe48a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-74b751b7d59ffe4bb4555dd2e35fe48a.png\"><\/a>\uff0c\u800c\u589e\u5927<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d37ffa2e944e1840860641064ed30a49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d37ffa2e944e1840860641064ed30a49.png\"><\/a>\u4f1a\u5206\u522b\u5f71\u54cd GGMI \u4e0a\u754c\u4e2d\u5176\u4ed6\u4fe1\u606f\u71b5\u9879<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-60f7f3cbe5bce2473d0d581aadde7abe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-60f7f3cbe5bce2473d0d581aadde7abe.png\"><\/a>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cb675a51f3fd07c99853f434c6a80a97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cb675a51f3fd07c99853f434c6a80a97.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8868 7: GMM \u6cdb\u5316\u589e\u76ca\u6a21\u62df\u5b9e\u9a8c\u7ed3\u679c<\/sup><\/em><\/p>\n<p>\u4ece\u56fe 7 \u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u66f4\u5927\u7684\u4fe1\u606f\u589e\u76ca\u80fd\u6709\u6548\u63d0\u5347 KL Gap\uff0c\u5373\u63d0\u5347\u4e86\u4f7f\u7528\u5408\u6210\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u76f8\u6bd4\u4e8e\u672a\u4f7f\u7528\u5408\u6210\u6570\u636e\u7684\u6a21\u578b\u5bf9 ground-truth \u7684\u62df\u5408\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u5bf9\u5176\u4ed6\u53d8\u91cf\u7684\u6539\u53d8\u4e5f\u76f8\u5e94\u7684\u5f71\u54cd\u4e86 KL Gap \u7684\u7ed3\u679c\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u7ed3\u8bba\u3002<\/p>\n<p><strong>5 \u5c0f\u7ed3<\/strong><\/p>\n<p>\u6211\u4eec\u4ece\u5927\u6a21\u578b\u4e2d\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u51fa\u53d1\uff0c\u4e3a\u5e38\u89c1\u7684\u6570\u636e\u5408\u6210\u63d0\u4f9b\u4e86\u6570\u5b66\u4e0a\u7684\u5efa\u6a21\uff0c\u5e76\u5c06\u5176\u4e0e\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u76f8\u7ed3\u5408\uff0c\u4ece\u800c\u4e3a\u5408\u6210\u6570\u636e\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840\u3002\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u4ece\u72ec\u7279\u7684 \u201c\u9006\u4fe1\u606f\u74f6\u9888\u201d \u89c6\u89d2\u5207\u5165\uff0c\u5c06\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5f52\u7ea6\u5728\u4e86\u751f\u6210\u6a21\u578b\u6240\u5f15\u5165\u7684\u4fe1\u606f\u589e\u76ca\u4e0a\uff0c\u5e76\u901a\u8fc7\u6a21\u62df\u5b9e\u9a8c\u7684\u5f62\u5f0f\u8fdb\u884c\u4e86\u9a8c\u8bc1\u3002<\/p>\n<p>\u5728\u672a\u6765\u7684\u5de5\u4f5c\u4e2d\uff0c\u4e00\u65b9\u9762\u6211\u4eec\u5e0c\u671b\u80fd\u4e3a\u5927\u6a21\u578b\u5408\u6210\u6570\u636e\u7684\u4f5c\u7528\u673a\u7406\u63d0\u4f9b\u66f4\u52a0\u6df1\u5165\u7684\u89e3\u6790\uff0c\u4ece\u800c\u4e3a\u6570\u636e\u5408\u6210\u7684\u65b9\u6cd5\u7814\u7a76\u63d0\u4f9b\u7406\u8bba\u4f9d\u636e\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u5e0c\u671b\u80fd\u89e3\u51b3\u751f\u6210\u6a21\u578b\u4e0e\u540e\u8bad\u7ec3\u4efb\u52a1\u95f4\u5339\u914d\u7684\u5173\u7cfb\uff0c\u901a\u8fc7\u52a8\u6001\u7684\u65b9\u5f0f\u81ea\u9002\u5e94\u7684\u63d0\u5347\u5408\u6210\u6570\u636e\u7684\u8d28\u91cf\u3002<\/p>\n<p><strong>\u4f5c\u8005\u4ecb\u7ecd<\/strong><\/p>\n<p>\u5218\u52c7\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\uff0c\u957f\u8058\u526f\u6559\u6388\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u56fd\u5bb6\u7ea7\u9ad8\u5c42\u6b21\u9752\u5e74\u4eba\u624d\u3002\u957f\u671f\u4ece\u4e8b\u673a\u5668\u5b66\u4e60\u57fa\u7840\u7406\u8bba\u7814\u7a76\uff0c\u5171\u53d1\u8868\u8bba\u6587 100 \u4f59\u7bc7\uff0c\u5176\u4e2d\u4ee5\u7b2c\u4e00\u4f5c\u8005 \/ \u901a\u8baf\u4f5c\u8005\u53d1\u8868\u9876\u7ea7\u671f\u520a\u548c\u4f1a\u8bae\u8bba\u6587\u8fd1 50 \u7bc7\uff0c\u6db5\u76d6\u673a\u5668\u5b66\u4e60\u9886\u57df\u9876\u7ea7\u671f\u520a JMLR\u3001IEEE TPAMI\u3001Artificial Intelligence \u548c\u9876\u7ea7\u4f1a\u8bae ICML\u3001NeurIPS \u7b49\u3002\u83b7\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66 \u201c\u6770\u51fa\u5b66\u8005\u201d\u3001\u4e2d\u56fd\u79d1\u5b66\u9662 \u201c\u9752\u5e74\u521b\u65b0\u4fc3\u8fdb\u4f1a\u201d \u6210\u5458\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u4fe1\u606f\u5de5\u7a0b\u7814\u7a76\u6240 \u201c\u5f15\u8fdb\u4f18\u9752\u201d \u7b49\u79f0\u53f7\u3002\u4e3b\u6301\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u9762\u4e0a \/ \u57fa\u91d1\u9752\u5e74\u3001\u5317\u4eac\u5e02\u9762\u4e0a\u9879\u76ee\u3001\u4e2d\u79d1\u9662\u57fa\u7840\u524d\u6cbf\u79d1\u5b66\u7814\u7a76\u8ba1\u5212\u3001\u817e\u8baf\u7280\u725b\u9e1f\u57fa\u91d1\u3001CCF &#8211; \u534e\u4e3a\u80e1\u6768\u6797\u57fa\u91d1\u7b49\u9879\u76ee\u3002<\/p>\n<p>\u7518\u6cfd\u5b87\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u535a\u58eb\u7814\u7a76\u751f\uff0c\u672c\u79d1\u53ca\u7855\u58eb\u7814\u7a76\u751f\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u4fe1\u606f\u5b66\u9662\u3002\u5f53\u524d\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6a21\u578b\u5bf9\u9f50\u4e0e\u673a\u5668\u5b66\u4e60\u7406\u8bba\u3002<\/p>\n<p><em><sup>\u53c2\u8003\u6587\u732e<\/sup><\/em><\/p>\n<p><sup><em>[1] Jared Kaplan, Sam McCandlish, Tom Henighan, Tom B Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei. Scaling laws for neural language models. arXiv preprint arXiv:2001.08361, 2020.\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[2] Abhimanyu Dubey, Abhinav Jauhri, Abhinav Pandey, and et al. The llama 3 herd of models, 2024. URLhttps:\/\/arxiv.org\/abs\/2407.21783.\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[3] Ebtesam Almazrouei, Hamza Alobeidli, Abdulaziz Alshamsi, and et al. The falcon series of open language models, 2023. URL https:\/\/arxiv.org\/abs\/2311.16867.\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[4] Jinze Bai, Shuai Bai, Yunfei Chu, and et al. Qwen technical report, 2023. URL https:\/\/arxi v.org\/abs\/2309.16609.<\/em><\/sup><\/p>\n<p><sup><em>[5] OpenAI, Josh Achiam, Steven Adler, and et al. Gpt-4 technical report, 2024. URL https: \/\/arxiv.org\/abs\/2303.08774.<\/em><\/sup><\/p>\n<p><sup><em>[6] Ajay Patel, Colin Raffel, and Chris Callison-Burch. Datadreamer: A tool for synthetic data genera tion and reproducible llm workflows. arXiv preprint arXiv:2402.10379, 2024.<\/em><\/sup><\/p>\n<p><sup><em>[7] Anders Giovanni M\u00f8ller, Jacob Aarup Dalsgaard, Arianna Pera, and Luca Maria Aiello. The parrot dilemma: Human-labeled vs. llm-augmented data in classification tasks. arXiv preprint arXiv:2304.13861, 2023.\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[8] Jeiyoon Park, Chanjun Park, and Heuiseok Lim. Chatlang-8: An llm-based synthetic data generation framework for grammatical error correction. arXiv preprint arXiv:2406.03202, 2024.\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[9] Hao Liang, Linzhuang Sun, Jingxuan Wei, Xijie Huang, Linkun Sun, Bihui Yu, Conghui He, and Wentao Zhang. Synth-empathy: Towards high-quality synthetic empathy data. arXiv preprint arXiv:2407.21669, 2024.\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[10] Oscar Giles, Kasra Hosseini, Grigorios Mingas, Oliver Strickson, Louise Bowler, Camila Rangel Smith, Harrison Wilde, Jen Ning Lim, Bilal Mateen, Kasun Amarasinghe, et al. Faking feature importance: A cautionary tale on the use of differentially-private synthetic data. arXiv preprint arXiv:2203.01363, 2022.\u00a0<\/em><\/sup><\/p>\n<p><em><sup>[11] Lin Long, Rui Wang, Ruixuan Xiao, Junbo Zhao, Xiao Ding, Gang Chen, and Haobo Wang. On llms-driven synthetic data generation, curation, and evaluation: A survey, 2024. 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