{"id":38263,"date":"2025-02-13T00:00:58","date_gmt":"2025-02-12T16:00:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=38263"},"modified":"2025-02-13T00:00:58","modified_gmt":"2025-02-12T16:00:58","slug":"%e8%b6%85%e8%b6%8a%e6%80%9d%e7%bb%b4%e9%93%be%ef%bc%9f%e6%b7%b1%e5%ba%a6%e5%be%aa%e7%8e%af%e9%9a%90%e5%bc%8f%e6%8e%a8%e7%90%86%e5%bc%95%e7%88%86ai%e5%9c%88%ef%bc%8cllm%e6%89%a9%e5%b1%95%e6%9c%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38263","title":{"rendered":"\u8d85\u8d8a\u601d\u7ef4\u94fe\uff1f\u6df1\u5ea6\u5faa\u73af\u9690\u5f0f\u63a8\u7406\u5f15\u7206AI\u5708\uff0cLLM\u6269\u5c55\u6709\u4e86\u65b0\u7ef4\u5ea6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-12-8\" target=\"_blank\">\u8d85\u8d8a\u601d\u7ef4\u94fe\uff1f\u6df1\u5ea6\u5faa\u73af\u9690\u5f0f\u63a8\u7406\u5f15\u7206AI\u5708\uff0cLLM\u6269\u5c55\u6709\u4e86\u65b0\u7ef4\u5ea6<\/a><\/p>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"39\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u4e0d\u9700\u8981\u7279\u6b8a\u8bad\u7ec3\u6570\u636e\uff0c\u80fd\u5904\u7406\u8bed\u8a00\u96be\u4ee5\u5f62\u5bb9\u7684\u4efb\u52a1\uff0c3.5B \u53c2\u6570\u80fd\u5b9e\u73b0 50B \u7684\u6027\u80fd\u3002<\/p>\n<\/section>\n<\/blockquote>\n<\/section>\n<p>\u8fd9\u662f\u4e00\u79cd\u5168\u65b0\u7684\u8bed\u8a00\u6a21\u578b\u67b6\u6784\uff0c\u80fd\u591f\u901a\u8fc7\u4f7f\u7528\u5faa\u73af\u8bed\u8a00\u6a21\u578b\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u9690\u5f0f\u63a8\u7406\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u4efb\u52a1\u4e0a\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u9a6c\u91cc\u5170\u5927\u5b66\u7684\u4e00\u7bc7\u8bba\u6587\u5728 AI \u7814\u7a76\u793e\u533a\u4e2d\u5f15\u53d1\u4e86\u5173\u6ce8\uff0c\u5176\u63d0\u51fa\u7684\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u8fed\u4ee3\u5faa\u73af\u5757\u6765\u5de5\u4f5c\uff0c\u80fd\u5728\u6d4b\u8bd5\u65f6\u5c55\u5f00\u5230\u4efb\u610f\u6df1\u5ea6\u3002\u8fd9\u4e0e\u5f53\u524d\u901a\u8fc7\u751f\u6210\u66f4\u591a token \u6765\u6269\u5c55\u8ba1\u7b97\u7684\u4e3b\u6d41\u63a8\u7406\u6a21\u578b\u5f62\u6210\u4e86\u9c9c\u660e\u7684\u5bf9\u6bd4\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-22ace18d2f57f4ef192006b50b700d0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-22ace18d2f57f4ef192006b50b700d0e.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4ec5\u5728\u4e0a\u4e2a\u6708\uff0cHugging Face \u4e0a\u7684\u4e0b\u8f7d\u91cf\u5c31\u8fbe\u5230\u4e86 4500+\u3002<\/sup><\/em><\/p>\n<p>\u6df1\u5ea6\u5faa\u73af\uff08Recurrent Depth\uff09\u65b9\u6cd5\u65e0\u9700\u751f\u6210\u5927\u91cf\u300c\u601d\u8003\u300dtoken \u5373\u53ef\u83b7\u5f97\u9ad8\u6027\u80fd\u3002\u4e0e\u57fa\u4e8e\u601d\u7ef4\u94fe\u7684\u65b9\u6cd5\u4e0d\u540c\uff0c\u9a6c\u91cc\u5170\u5927\u5b66\u7684\u65b9\u6cd5\u4e0d\u9700\u8981\u4efb\u4f55\u4e13\u95e8\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5c0f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5e76\u4e14\u53ef\u4ee5\u6355\u83b7\u4e0d\u6613\u7528\u6587\u5b57\u8868\u793a\u7684\u63a8\u7406\u7c7b\u578b\u3002<\/p>\n<p>\u8be5\u5de5\u4f5c\u6784\u5efa\u7684\u6982\u5ff5\u9a8c\u8bc1\u6a21\u578b\u8fbe\u5230 35 \u4ebf\u53c2\u6570\u548c 8000 \u4ebf token\uff0c\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u65b0\u65b9\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u5176\u5728\u63a8\u7406\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u6570\u5b66\u548c\u7f16\u7a0b\u95ee\u9898\u4e0a\uff0c\u6700\u9ad8\u76f8\u5f53\u4e8e 500 \u4ebf\u53c2\u6570\u7684\u8ba1\u7b97\u8d1f\u8f7d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f95098572926ca25ccb3c152fe2a4244.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f95098572926ca25ccb3c152fe2a4244.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.05171<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u4e0b\u8f7d: https:\/\/huggingface.co\/tomg-group-umd\/huginn-0125<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u94fe\u63a5: https:\/\/github.com\/seal-rg\/recurrent-pretraining<\/p>\n<\/li>\n<\/ul>\n<p>\u4eba\u7c7b\u5728\u89e3\u51b3\u67d0\u4e9b\u95ee\u9898\u65f6\u81ea\u7136\u4f1a\u82b1\u8d39\u66f4\u591a\u7684\u8111\u529b\u3002\u867d\u7136\u4eba\u7c7b\u80fd\u591f\u901a\u8fc7\u7528\u8bed\u8a00\u8868\u8fbe\u4e2d\u95f4\u7ed3\u679c\u5e76\u5199\u4e0b\u6765\u8fdb\u884c\u957f\u65f6\u95f4\u7684\u601d\u8003\uff0c\u4f46\u5728\u8bf4\u51fa\u7b54\u6848\u7684\u7b2c\u4e00\u4e2a\u5b57\u4e4b\u524d\uff0c\u5927\u91cf\u7684\u601d\u8003\u662f\u901a\u8fc7\u5927\u8111\u4e2d\u590d\u6742\u3001\u53cd\u590d\u7684\u653e\u7535\u6a21\u5f0f\u8fdb\u884c\u7684\u3002<\/p>\n<p>\u800c\u5728 AI 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model\uff09\uff0c\u518d\u5230\u901a\u7528 Transformer \u6216\u5faa\u73af Transformer \u67b6\u6784\u3002<\/p>\n<p>\u5728\u65b0\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5c55\u793a\u4e86\u6df1\u5ea6\u5faa\u73af\u8bed\u8a00\u6a21\u578b\uff08depth-recurrent language models\uff09\u53ef\u4ee5\u6709\u6548\u5b66\u4e60\u3001\u9ad8\u6548\u8bad\u7ec3\uff0c\u5e76\u5728\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u6269\u5c55\u7684\u60c5\u51b5\u4e0b\u5c55\u793a\u51fa\u660e\u663e\u7684\u6027\u80fd\u6539\u8fdb\u3002\u4f5c\u8005\u63d0\u51fa\u7684 Transformer \u67b6\u6784\u5efa\u7acb\u5728\u6f5c\u5728\u6df1\u5ea6\u5faa\u73af\u5757\u4e4b\u4e0a\uff0c\u5728\u8bad\u7ec3\u671f\u95f4\u8fd0\u884c\u968f\u673a\u91c7\u6837\u7684\u8fed\u4ee3\u6b21\u6570\u3002\u4f5c\u8005\u5c55\u793a\u4e86\u8fd9\u79cd\u8303\u5f0f\u53ef\u4ee5\u6269\u5c55\u5230\u6570\u5341\u4ebf\u4e2a\u53c2\u6570\u548c\u8d85\u8fc7 5 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R1\uff09\u76f8\u6bd4\uff0c\u6f5c\u5728\u5faa\u73af\u601d\u8003\u5177\u5907\u591a\u9879\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u65e0\u9700\u5b9a\u5236\u5316\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\u8981\u6c42\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u7684\u957f\u793a\u4f8b\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u800c\u6f5c\u5728\u63a8\u7406\u6a21\u578b\u5219\u80fd\u5728\u6807\u51c6\u8bad\u7ec3\u6570\u636e\u4e0a\u8bad\u7ec3\uff0c\u65e0\u9700\u4e13\u95e8\u793a\u4f8b\uff0c\u4e14\u53ef\u6839\u636e\u8ba1\u7b97\u9884\u7b97\u7075\u6d3b\u8c03\u6574\uff0c\u5728\u6d4b\u8bd5\u65f6\u901a\u8fc7\u989d\u5916\u8ba1\u7b97\u8d44\u6e90\u589e\u5f3a\u80fd\u529b\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u66f4\u4f4e\u7684\u5185\u5b58\u9700\u6c42<\/strong>\uff1a\u6f5c\u5728\u63a8\u7406\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u6240\u9700\u5185\u5b58\u5c11\u4e8e\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\u6a21\u578b\u3002\u540e\u8005\u56e0\u9700\u6781\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u53ef\u80fd\u9700\u91c7\u7528\u5982 token \u5e76\u884c\u5316\u7b49\u4e13\u95e8\u8bad\u7ec3\u65b9\u6cd5\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u66f4\u9ad8\u7684\u8ba1\u7b97\u6548\u7387<\/strong>\uff1a\u5faa\u73af\u6df1\u5ea6\u7f51\u7edc\u76f8\u8f83\u4e8e\u6807\u51c6 Transformer\uff0c\u6bcf\u53c2\u6570\u6267\u884c\u7684\u6d6e\u70b9\u8fd0\u7b97\uff08FLOPs\uff09\u66f4\u591a\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5927\u89c4\u6a21\u8bad\u7ec3\u65f6 AI \u8ba1\u7b97\u5361\u4e4b\u95f4\u7684\u901a\u4fe1\u6210\u672c\uff0c\u5c24\u5176\u5728\u4f4e\u901f\u4e92\u8fde\u6761\u4ef6\u4e0b\u66f4\u80fd\u63d0\u5347\u8bbe\u5907\u5229\u7528\u7387\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u4fc3\u8fdb\u300c\u601d\u8003\u300d\u800c\u975e\u8bb0\u5fc6<\/strong>\uff1a\u901a\u8fc7\u6784\u5efa\u8ba1\u7b97\u5bc6\u96c6\u4f46\u53c2\u6570\u89c4\u6a21\u8f83\u5c0f\u7684\u67b6\u6784\uff0c\u8be5\u5de5\u4f5c\u671f\u671b\u5f3a\u5316\u6a21\u578b\u6784\u5efa\u300c\u601d\u8003\u300d\uff08\u5373\u5b66\u4e60\u5143\u7b56\u7565\u3001\u903b\u8f91\u4e0e\u62bd\u8c61\uff09\u800c\u975e\u5355\u7eaf\u8bb0\u5fc6\u6765\u89e3\u51b3\u95ee\u9898\u7684\u5148\u9a8c\u503e\u5411\u3002\u6b64\u524d\uff0c\u5faa\u73af\u5148\u9a8c\u5728\u5b66\u4e60\u590d\u6742\u7b97\u6cd5\u65b9\u9762\u7684\u4f18\u52bf\u5df2\u5728\u300c\u6df1\u5ea6\u601d\u8003\u300d\u76f8\u5173\u6587\u732e\u4e2d\u5f97\u5230\u9a8c\u8bc1\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4ece\u54f2\u5b66\u89c6\u89d2\u770b\uff0c\u6211\u4eec\u80af\u5b9a\u5e0c\u671b AI \u7684\u6f5c\u5728\u63a8\u7406\u80fd\u6355\u6349\u4eba\u7c7b\u63a8\u7406\u4e2d\u96be\u4ee5\u8a00\u8868\u7684\u90e8\u5206\uff0c\u5982\u7a7a\u95f4\u601d\u7ef4\u3001\u7269\u7406\u76f4\u89c9\u6216\uff08\u8fd0\u52a8\uff09\u89c4\u5212\u3002\u901a\u8fc7\u5faa\u73af\u8fc7\u7a0b\u7684\u591a\u6b21\u8fed\u4ee3\uff0c\u5728\u9ad8\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\u8fdb\u884c\u63a8\u7406\u5c06\u5141\u8bb8\u540c\u65f6\u6df1\u5ea6\u63a2\u7d22\u591a\u4e2a\u65b9\u5411\uff0c\u800c\u975e\u7ebf\u6027\u601d\u7ef4\uff0c\u4ece\u800c\u50ac\u751f\u80fd\u591f\u5c55\u73b0\u65b0\u9896\u4e14\u590d\u6742\u63a8\u7406\u884c\u4e3a\u7684\u7cfb\u7edf\u3002<\/p>\n<p>\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u6269\u5c55\u8ba1\u7b97\u80fd\u529b\u5e76\u4e0d\u6392\u65a5\u901a\u8fc7\u5ef6\u957f\uff08\u8bed\u8a00\u5316\uff09\u63a8\u7406\u6216\u589e\u52a0\u9884\u8bad\u7ec3\u53c2\u6570\u6570\u91cf\u6765\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u5b83\u53ef\u80fd\u6784\u5efa\u51fa\u6a21\u578b\u6027\u80fd\u6269\u5c55\u7684\u7b2c\u4e09\u7ef4\u5ea6\u3002<\/p>\n<p><strong>\u53ef\u6269\u5c55\u7684\u5faa\u73af\u67b6\u6784<\/strong><\/p>\n<p>\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u5177\u6709\u6f5c\u5728\u5faa\u73af\u6df1\u5ea6\u7684 Transformer \u67b6\u6784\uff0c\u6a21\u578b\u4e3b\u4f53\u7ed3\u6784\u57fa\u4e8e\u4ec5\u89e3\u7801\u5668\uff08decoder-only\uff09\u7684 Transformer \u6a21\u5757\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u6a21\u5757\u88ab\u7ec4\u7ec7\u6210\u4e09\u4e2a\u529f\u80fd\u7ec4\uff1a\u524d\u594f\uff08Prelude\uff09P\uff0c\u901a\u8fc7\u591a\u5c42 Transformer \u5c06\u8f93\u5165\u6570\u636e\u5d4c\u5165\u6f5c\u5728\u7a7a\u95f4\uff1b\u6838\u5fc3\u5faa\u73af\u5757\uff08Core Recurrent Block\uff09R\uff0c\u4f5c\u4e3a\u5faa\u73af\u8ba1\u7b97\u7684\u6838\u5fc3\u5355\u5143\uff0c\u8d1f\u8d23\u4fee\u6539\u72b6\u6001 s \u2208 R n\u00d7h\uff1b\u4ee5\u53ca\u5c3e\u58f0\uff08Coda\uff09C\uff0c\u901a\u8fc7\u82e5\u5e72\u5c42\u4ece\u6f5c\u5728\u7a7a\u95f4\u89e3\u5d4c\u5165\uff0c\u5e76\u5305\u542b\u6a21\u578b\u7684\u9884\u6d4b\u5934\u3002<\/p>\n<p>\u6838\u5fc3\u5757\u7f6e\u4e8e\u524d\u594f\u4e0e\u5c3e\u58f0\u4e4b\u95f4\uff0c\u901a\u8fc7\u5faa\u73af\u6838\u5fc3\u5757\uff0c\u6211\u4eec\u80fd\u5728\u300c\u6b4c\u66f2\u300d\u4e2d\u63d2\u5165\u65e0\u9650\u6570\u91cf\u7684\u300c\u8bd7\u8282\u300d\u3002<\/p>\n<p>\u6a21\u578b\u67b6\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-216a45772d99d4baaad19f7dd236c116.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-216a45772d99d4baaad19f7dd236c116.png\"><\/a><\/p>\n<p>\u7ed9\u5b9a\u4e00\u5b9a\u6570\u91cf\u7684\u5faa\u73af\u8fed\u4ee3 r \u548c\u4e00\u7cfb\u5217\u8f93\u5165\u6807\u8bb0 x \u2208 V n\uff0c\u8fd9\u4e9b\u7ec4\u4ee5\u4ee5\u4e0b\u65b9\u5f0f\u4f7f\u7528\u6765\u4ea7\u751f\u8f93\u51fa\u6982\u7387 p \u2208 R n\u00d7|V |\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5b6634bfc93f7d5a2277137971a7ad54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5b6634bfc93f7d5a2277137971a7ad54.png\"><\/a><\/p>\n<p>\u5176\u4e2d \u03c3 \u662f\u521d\u59cb\u5316\u968f\u673a\u72b6\u6001\u7684\u67d0\u4e2a\u6807\u51c6\u5dee\u3002\u8be5\u8fc7\u7a0b\u5982\u56fe 2 \u6240\u793a\u3002\u7ed9\u5b9a\u4e00\u4e2a\u521d\u59cb\u968f\u673a\u72b6\u6001 s0\uff0c\u6a21\u578b\u91cd\u590d\u5e94\u7528\u6838\u5fc3\u5757 R\uff0c\u5b83\u63a5\u53d7\u6f5c\u72b6\u6001 si\u22121 \u548c\u5d4c\u5165\u8f93\u5165 e \u5e76\u8f93\u51fa\u4e00\u4e2a\u65b0\u7684\u6f5c\u5728\u72b6\u6001 si \u3002\u5b8c\u6210\u6240\u6709\u8fed\u4ee3\u540e\uff0ccoda \u5757\u5904\u7406\u6700\u540e\u4e00\u4e2a\u72b6\u6001\u5e76\u4ea7\u751f\u4e0b\u4e00\u4e2a token \u7684\u6982\u7387\u3002\u8be5\u67b6\u6784\u57fa\u4e8e\u6df1\u5ea6\u601d\u8003\u6587\u732e\uff0c\u5176\u4e2d\u8868\u660e\u5728\u6bcf\u4e00\u6b65\u4e2d\u6ce8\u5165\u6f5c\u5728\u8f93\u5165 e \u5e76\u7528\u968f\u673a\u72b6\u6001\u521d\u59cb\u5316\u6f5c\u5728\u5411\u91cf\u53ef\u4ee5\u7a33\u5b9a\u9012\u5f52\u5e76\u4fc3\u8fdb\u6536\u655b\u5230\u4e0e\u521d\u59cb\u5316\u65e0\u5173\u7684\u7a33\u5b9a\u72b6\u6001\uff0c\u5373\u8def\u5f84\u72ec\u7acb\u6027\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u7ec4\u4e2d\uff0c\u6a21\u578b\u5927\u81f4\u90fd\u9075\u5faa\u6807\u51c6\u7684 Transformer \u5c42\u8bbe\u8ba1\u3002\u6bcf\u4e2a\u5757\u5305\u542b\u591a\u4e2a\u5c42\uff0c\u6bcf\u4e2a\u5c42\u5305\u542b\u4e00\u4e2a\u6807\u51c6\u7684\u56e0\u679c\u81ea\u6ce8\u610f\u529b\u5757\uff0c\u4f7f\u7528 RoPE\uff0c\u57fa\u6570\u4e3a 50000\uff0c\u4ee5\u53ca\u4e00\u4e2a\u95e8\u63a7 SiLU MLP\u3002\u4f5c\u8005\u4f7f\u7528 RMNSorm \u4f5c\u4e3a\u89c4\u8303\u5316\u51fd\u6570\u3002\u4e3a\u4e86\u7a33\u5b9a\u9012\u5f52\uff0c\u6a21\u578b\u6309\u4ee5\u4e0b\u300c\u4e09\u660e\u6cbb\u300d\u683c\u5f0f\u5bf9\u6240\u6709\u5c42\u8fdb\u884c\u6392\u5e8f\uff0c\u4f7f\u7528\u8303\u6570\u5c42 ni\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4f0f0056b847f760514e6b02c99f72e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4f0f0056b847f760514e6b02c99f72e3.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u5728\u8bad\u7ec3\u65f6\u4fdd\u6301\u8f83\u4f4e\u7684\u8ba1\u7b97\u91cf\u548c\u5185\u5b58\uff0c\u7814\u7a76\u4eba\u5458\u5728\u8bad\u7ec3\u65f6\u968f\u673a\u91c7\u6837\u8fed\u4ee3\u6b21\u6570\uff0c\u5e76\u901a\u8fc7\u622a\u65ad\u53cd\u5411\u4f20\u64ad\u6765\u51cf\u5c11\u8ba1\u7b97\u548c\u5185\u5b58\u5f00\u9500\u3002\u6a21\u578b\u53ea\u5bf9\u6700\u540e\u51e0\u6b21\u8fed\u4ee3\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\uff0c\u5728\u4fdd\u6301\u8bad\u7ec3\u6548\u7387\u7684\u540c\u65f6\u80fd\u591f\u9002\u5e94\u4e0d\u540c\u6df1\u5ea6\u7684\u5faa\u73af\u8ba1\u7b97\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c32875002bff407999b6d1038cbf0ccc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c32875002bff407999b6d1038cbf0ccc.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u7531\u4e8e\u8fd9\u4e2a\u6a21\u578b\u5f88\u96be\u4e0e\u5176\u4ed6\u57fa\u4e8e Transformer \u67b6\u6784\u5927\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u6bd4\u8f83\u3002\u5b83\u4ec5\u5305\u542b 3.5B \u53c2\u6570\uff0c\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u4ec5\u9700\u5c11\u91cf\u4e92\u8fde\u5e26\u5bbd\u3002\u7136\u800c\uff0c\u5176\u5b9e\u9645\u7b97\u529b\uff08FLOPs\uff09\u6d88\u8017\u8981\u63a5\u8fd1 32B \u53c2\u6570 Transformer \u7684\u6c34\u5e73\u3002\u5728\u6d4b\u8bd5\u4e2d\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u65e0\u9650\u5236\u5730\u63d0\u5347\u7b97\u529b\uff0c\u6700\u7ec8\u8fbe\u5230\u4e0e 50BTransformer \u76f8\u5f53\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/p>\n<p>\u8be5\u6a21\u578b\u7684\u8bad\u7ec3\u6709\u4e00\u4e9b\u7455\u75b5\uff1a\u53ea\u8bad\u7ec3\u4e86 47000 \u6b65\uff0c\u5b66\u4e60\u7387\u4ece\u672a\u964d\u4f4e\uff0c\u6570\u636e\u96c6\u4e5f\u6bd4\u8f83\u5c0f\uff0c\u53ea\u6709 800B tokens\u3002\u8fd9\u548c\u73b0\u5728\u52a8\u8f84\u4e0a\u4e07\u4ebf tokens \u7684\u5de5\u4e1a\u6a21\u578b\u6709\u5f88\u5927\u5dee\u8ddd\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u5b83\u5728 ARC\u3001HellaSwag\u3001MMLU\u3001OpenBookQA\u3001PiQA\u3001SciQ \u548c WinoGrande \u7684\u6210\u7ee9\u4e0a\u5df2\u7ecf\u53ef\u4ee5\u548c OLMo-7B \u5ab2\u7f8e\uff0c\u5728\u591a\u9879\u4efb\u52a1\u4e0a\u8d85\u8fc7\u4e86\u8001\u724c\u7684 Pythia \u6a21\u578b\u3002<\/p>\n<p>\u4f5c\u4e3a\u9996\u4e2a\u5728\u8fd9\u4e2a\u91cf\u7ea7\u4e0a\u8bad\u7ec3\u7684\u300c\u6df1\u5ea6\u5faa\u73af\u300d\u6a21\u578b\uff0c\u8fd9\u4e2a\u7ed3\u679c\u5df2\u7ecf\u53ef\u559c\u53ef\u8d3a\u4e86\u3002\u8fd9\u4e5f\u8bc1\u660e\u4e86\u300c\u6f5c\u5728\u5faa\u73af\u300d\u662f\u4e00\u4e2a\u53ef\u884c\u7684\u601d\u8def\uff0c\u503c\u5f97\u63a2\u7d22\u3002<strong>\u5728\u63a8\u7406\u65f6\u52a8\u6001\u5730\u589e\u52a0\u7b97\u529b<\/strong>\uff0c\u4e5f\u6709\u5e0c\u671b\u8fbe\u5230\u4e0a\u4ebf token \u7ea7\u522b\u7684\u6c34\u5e73\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3124cacf56b2a9d79d408828a5cf2941.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3124cacf56b2a9d79d408828a5cf2941.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-732c5fa61ee2cd4d486ef7f0a90b5544.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-732c5fa61ee2cd4d486ef7f0a90b5544.png\"><\/a><\/p>\n<p><strong>\u6570\u5b66\u548c\u4ee3\u7801\u6d4b\u8bd5<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u5728 GSM8k\u3001MATH\u3001Minerva \u548c MathQA \u4e0a\u6d4b\u8bd5\u4e86\u6a21\u578b\u7684\u6570\u5b66\u80fd\u529b\uff1b\u5728 MBPP \u548c HumanEval \u4e0a\u6d4b\u8bd5\u4e86\u7f16\u7a0b\u6c34\u5e73\u3002<\/p>\n<p>\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\uff0c\u8be5\u6a21\u578b\u5927\u5927\u8d85\u8fc7\u4e86\u9664 OLMo-2 \u6a21\u578b\u4ee5\u5916\u7684\u6240\u6709\u6a21\u578b\u3002\u5728\u7f16\u7a0b\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u8be5\u6a21\u578b\u51fb\u8d25\u4e86\u6240\u6709\u5176\u4ed6\u901a\u7528\u5f00\u6e90\u6a21\u578b\u3002\u4e0d\u8fc7\u6ca1\u6709 StarCoder2 \u7b49\u300c\u7f16\u7a0b\u4e13\u5bb6\u6a21\u578b\u300d\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u8fd8\u6ce8\u610f\u5230\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u867d\u7136\u8bed\u8a00\u5efa\u6a21\u7684\u8fdb\u6b65\u4f1a\u653e\u7f13\uff0c\u5728\u8fd9\u4e2a\u8bad\u7ec3\u89c4\u6a21\u4e0b\u662f\u6b63\u5e38\u7684\uff0c\u4f46\u7f16\u7a0b\u548c\u6570\u5b66\u63a8\u7406\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u90fd\u5904\u4e8e\u7a33\u6b65\u4e0a\u5347\u7684\u72b6\u6001\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b162236d319a5d27f75c9da119cba15e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b162236d319a5d27f75c9da119cba15e.png\"><\/a><\/p>\n<p><strong>\u9012\u5f52\u5728\u54ea\u91cc\u8d77\u6548\u4e86\uff1f<\/strong><\/p>\n<p>\u9012\u5f52\u5230\u5e95\u5728\u54ea\u65b9\u9762\u5e26\u6765\u4e86\u63d0\u5347\uff1f\u6a21\u578b\u8868\u73b0\u7684\u63d0\u5347\u5230\u5e95\u662f\u9012\u5f52\u7ed3\u6784\u7684\u529f\u52b3\uff0c\u8fd8\u662f\u6570\u636e\u96c6\u3001\u5206\u8bcd\u65b9\u5f0f\u3001\u6a21\u578b\u67b6\u6784\u7b49\u5176\u4ed6\u56e0\u7d20\u5728\u8d77\u4f5c\u7528\uff1f<\/p>\n<p>\u4e3a\u4e86\u627e\u5230\u7b54\u6848\uff0c\u7814\u7a76\u56e2\u961f\u505a\u4e86\u5bf9\u6bd4\u5b9e\u9a8c\uff1a\u4ed6\u4eec\u7528\u5b8c\u5168\u76f8\u540c\u7684\u6761\u4ef6\u8bad\u7ec3\u4e86\u4e00\u4e2a\u975e\u9012\u5f52\u6a21\u578b\uff0c\u8ba9\u4e24\u4e2a\u6a21\u578b\u90fd\u5b66\u4e60\u4e86 1800 \u4ebf\u4e2a token\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u9012\u5f52\u6a21\u578b\u7684\u6574\u4f53\u8868\u73b0\u66f4\u80dc\u4e00\u7b79\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u96be\u5ea6\u8f83\u5927\u7684\u4efb\u52a1\u65f6\u5c24\u4e3a\u660e\u663e\uff0c\u6bd4\u5982 ARC \u6311\u6218\u6d4b\u8bd5\u96c6\u3002\u4e0d\u8fc7\uff0c\u50cf SciQ \u8fd9\u6837\u4e3b\u8981\u8003\u9a8c\u79d1\u5b66\u77e5\u8bc6\u8bb0\u5fc6\u7684\u57fa\u7840\u4efb\u52a1\u4e0a\uff0c\u4e24\u4e2a\u6a21\u578b\u7684\u5dee\u8ddd\u5c31\u4e0d\u90a3\u4e48\u5927\u4e86\u3002\u800c\u5728 GSM8k \u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e0a\uff0c\u624d\u8bad\u7ec3\u5230 1800 \u4ebf token\uff0c\u9012\u5f52\u6a21\u578b\u7684\u6210\u7ee9\u5c31\u5df2\u7ecf\u6bd4\u57fa\u51c6\u6a21\u578b\u597d\u4e86\u6574\u6574 5 \u500d\uff01<\/p>\n<p>\u5982\u679c\u9650\u5236\u9012\u5f52\u6a21\u578b\u53ea\u80fd\u9012\u5f52\u4e00\u6b21\uff0c\u5b83\u4ece 1800 \u4ebf\u5230 8000 \u4ebf token \u671f\u95f4\u7684\u8868\u73b0\u5c31\u51e0\u4e4e\u6ca1\u6709\u8fdb\u6b65\u3002<strong>\u8fd9\u8bf4\u660e\u6a21\u578b\u7684\u63d0\u5347\u5b8c\u5168\u6765\u81ea\u4e8e\u9012\u5f52\u6a21\u5757\u7684\u591a\u6b21\u8fd0\u7b97\uff0c\u800c\u975e\u524d\u540e\u7684\u975e\u9012\u5f52\u5c42\u3002<\/strong><\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u505a\u4e86\u4e00\u4e2a\u6d4b\u8bd5\uff0c\u770b\u770b\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u589e\u52a0\u8ba1\u7b97\u91cf\u4f1a\u5e26\u6765\u4ec0\u4e48\u6548\u679c\u3002\u7ed3\u679c\u663e\u793a\uff0c\u7b80\u5355\u4efb\u52a1\u5f88\u5feb\u5c31\u80fd\u8fbe\u5230\u6027\u80fd\u4e0a\u9650\uff0c\u800c\u590d\u6742\u4efb\u52a1\u5219\u80fd\u4ece\u66f4\u591a\u7684\u8ba1\u7b97\u4e2d\u6301\u7eed\u83b7\u76ca\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e49f7bf9ab826d377b77a3cb2b0bf9b0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e49f7bf9ab826d377b77a3cb2b0bf9b0.png\"><\/a><\/p>\n<p><strong>\u9012\u5f52\u6b21\u6570\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5173\u7cfb<\/strong><\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u6a21\u578b\u5728 ARC-C \u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u5982\u4f55\u968f\u7740\u9012\u5f52\u6b21\u6570\u548c\u5c11\u6837\u672c\u793a\u4f8b\u6570\u91cf\u7684\u53d8\u5316\u800c\u53d8\u5316\uff0c\u5f53\u4e0a\u4e0b\u6587\u4e2d\u6ca1\u6709\u5c11\u6837\u672c\u793a\u4f8b\u65f6\uff0c\u6a21\u578b\u4ec5\u9700 8 \u5230 12 \u6b21\u9012\u5f52\u5373\u53ef\u8fbe\u5230\u6027\u80fd\u4e0a\u9650\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a013d80ad0ef9e233ff6165eace514d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a013d80ad0ef9e233ff6165eace514d5.png\"><\/a><\/p>\n<p>\u4f46\u662f\uff0c\u5f53\u7ed9\u6a21\u578b\u63d0\u4f9b\u66f4\u591a\u4e0a\u4e0b\u6587\u4fe1\u606f\u65f6\uff0c\u5b83\u5c31\u50cf\u5f97\u5230\u4e86\u66f4\u5927\u7684\u300c\u601d\u8003\u7a7a\u95f4\u300d\u3002\u6bd4\u5982\u63d0\u4f9b 1 \u4e2a\u793a\u4f8b\u65f6\uff0c\u6a21\u578b\u9700\u8981 20 \u6b21\u9012\u5f52\u624d\u80fd\u53d1\u6325\u6700\u4f73\u6c34\u5e73\uff1b\u5982\u679c\u7ed9\u5230 25-50 \u4e2a\u793a\u4f8b\uff0c\u5219\u9700\u8981 32 \u6b21\u9012\u5f52\u3002<\/p>\n<p>OBQA \u6d4b\u8bd5\u4e5f\u51fa\u73b0\u4e86\u540c\u6837\u7684\u60c5\u51b5\u3002\u5f53\u7814\u7a76\u56e2\u961f\u4e3a\u6bcf\u9053\u9898\u63d0\u4f9b\u76f8\u5173\u80cc\u666f\u77e5\u8bc6\u65f6\uff0c\u9012\u5f52\u6a21\u578b\u7684\u8868\u73b0\u7a81\u98de\u731b\u8fdb\uff0c\u51e0\u4e4e\u8ffd\u5e73\u4e86 OLMo-2 \u7684\u6c34\u5e73\u3002\u8fd9\u4e2a\u7ed3\u679c\u5176\u5b9e\u5f88\u597d\u7406\u89e3\uff1a\u9012\u5f52\u6a21\u578b\u867d\u7136\u4e0d\u592a\u64c5\u957f\u8bb0\u5fc6\u5927\u91cf\u4e8b\u5b9e\uff0c\u4f46\u5728\u63a8\u7406\u548c\u5229\u7528\u4e0a\u4e0b\u6587\u4fe1\u606f\u65b9\u9762\u5374\u76f8\u5f53\u51fa\u8272\u3002<\/p>\n<p><strong>\u9012\u5f52\u6df1\u5ea6\u5982\u4f55\u7b80\u5316 LLM\uff1f<\/strong><\/p>\n<p><strong>\u6d4b\u8bd5\u9636\u6bb5\u7684\u96f6\u6837\u672c\u81ea\u9002\u5e94\u8ba1\u7b97<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u53d1\u73b0\uff0c\u5176\u6a21\u578b\u80fd\u591f\u6839\u636e\u4e0d\u540c\u7684\u4efb\u52a1\u7075\u6d3b\u8c03\u6574\u8ba1\u7b97\u91cf\u3002<\/p>\n<p>\u5bf9\u4e8e\u7b80\u5355\u95ee\u9898\uff0c\u6a21\u578b\u53ea\u9700\u8fdb\u884c\u8f83\u5c11\u7684\u8ba1\u7b97\uff1b\u800c\u5bf9\u4e8e\u590d\u6742\u95ee\u9898\uff0c\u5219\u4f1a\u589e\u52a0\u8ba1\u7b97\u8f6e\u6b21\u3002\u8fd9\u4e0d\u6b63\u662f\u6211\u4eec\u671f\u671b\u7684\u6548\u679c\u5417\uff1f<\/p>\n<p>\u4e3a\u4e86\u91cf\u5316\u89c2\u5bdf\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u5224\u65ad\u6807\u51c6\uff1a\u89c2\u5bdf\u8fde\u7eed\u4e24\u6b65\u8ba1\u7b97\u7ed3\u679c\u4e4b\u95f4\u7684 KL \u6563\u5ea6\u3002\u5982\u679c\u8fd9\u4e2a\u5dee\u5f02\u5c0f\u4e8e 0.00005\uff0c\u4fbf\u5224\u65ad\u4e3a\u53ef\u4ee5\u505c\u6b62\u8ba1\u7b97\u4e86\u3002<\/p>\n<p>\u5982\u56fe 10 \u6240\u793a\uff0c\u5728\u5904\u7406 MMLU \u6d4b\u8bd5\u7684\u524d 50 \u4e2a\u95ee\u9898\u65f6\uff0c\u4e0d\u540c\u7c7b\u578b\u7684\u9898\u76ee\u6240\u9700\u7684\u8ba1\u7b97\u6b65\u6570\u5dee\u5f02\u5f88\u5927\u3002\u4f8b\u5982\uff0c\u9ad8\u4e2d\u6570\u5b66\u9898\u76f8\u5bf9\u7b80\u5355\uff0c\u8ba1\u7b97\u6b65\u6570\u8f83\u5c11\uff1b\u9762\u5bf9\u9700\u8981\u9053\u5fb7\u5224\u65ad\u9898\u65f6\uff0c\u5e73\u5747\u9700\u8981\u591a\u7b97 3.5 \u6b65\u3002\u800c\u5728 MTBench \u6d4b\u8bd5\u4e2d\uff0c\u8fd9\u79cd\u81ea\u9002\u5e94\u8ba1\u7b97\u673a\u5236\u51e0\u4e4e\u4e0d\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u5bf9\u8bdd\u8868\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-203f2e15b8e9ceaeb57cd42a94fb2d1b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-203f2e15b8e9ceaeb57cd42a94fb2d1b.png\"><\/a><\/p>\n<p><strong>\u96f6\u6837\u672c KV 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-17c651bbcdad69159878620ca9fcfae1.png\"><\/a><\/p>\n<p>\u5728\u5904\u7406\u95ee\u9898\u7684\u5173\u952e\u90e8\u5206\u4ee5\u53ca\u5f00\u59cb\u751f\u6210\u56de\u7b54\u65f6\uff0c\u6a21\u578b\u4f1a\u66f4\u591a\u300c\u6df1\u601d\u719f\u8651\u300d\u3002\u5373\u4f7f\u662f\u5b8c\u5168\u76f8\u540c\u7684\u7b26\u53f7\uff08\u4f8b\u5982\u7701\u7565\u53f7\u4e2d\u6709\u4e24\u4e2a\u91cd\u590d\u7684&#8230;\uff09\uff0c\u6a21\u578b\u4e5f\u4f1a\u56e0\u4e0a\u4e0b\u6587\u4e0d\u540c\u800c\u8868\u73b0\u51fa\u4e0d\u540c\u7684\u5904\u7406\u65b9\u5f0f\u3002<\/p>\n<p>\u4ed6\u4eec\u5bf9\u6240\u6709 token \u7684\u8f68\u8ff9\u8fdb\u884c\u4e86 PCA \u5206\u89e3\uff0c\u5e76\u5c06\u4e2a\u522b\u8f68\u8ff9\u6295\u5c04\u5230\u524d\u516d\u4e2a PCA 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target=\"_blank\">\u8d85\u8d8a\u601d\u7ef4\u94fe\uff1f\u6df1\u5ea6\u5faa\u73af\u9690\u5f0f\u63a8\u7406\u5f15\u7206AI\u5708\uff0cLLM\u6269\u5c55\u6709\u4e86\u65b0\u7ef4\u5ea6<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8d85\u8d8a\u601d\u7ef4\u94fe\uff1f\u6df1\u5ea6\u5faa\u73af\u9690 [&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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