{"id":36551,"date":"2025-01-13T19:00:11","date_gmt":"2025-01-13T11:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36551"},"modified":"2025-01-13T19:00:11","modified_gmt":"2025-01-13T11:00:11","slug":"%e5%ad%97%e8%8a%82%e8%b1%86%e5%8c%85%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%9b%a2%e9%98%9f%e7%aa%81%e7%a0%b4%e6%ae%8b%e5%b7%ae%e8%bf%9e%e6%8e%a5%e5%b1%80%e9%99%90%ef%bc%81%e9%a2%84%e8%ae%ad%e7%bb%83%e6%94%b6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36551","title":{"rendered":"\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80%"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-07-4\" target=\"_blank\">\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80%<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"27\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5b57\u8282\u8df3\u52a8\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u4e8e\u8fd1\u65e5\u63d0\u51fa\u8d85\u8fde\u63a5\uff08Hyper-Connections\uff09\uff0c\u4e00\u79cd\u7b80\u5355\u6709\u6548\u7684\u6b8b\u5dee\u8fde\u63a5\u66ff\u4ee3\u65b9\u6848\u3002\u9762\u5411\u6b8b\u5dee\u8fde\u63a5\u7684\u4e3b\u8981\u53d8\u4f53\u7684\u5c40\u9650\u95ee\u9898\uff0c\u8d85\u8fde\u63a5\u53ef\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u4e0d\u540c\u5c42\u4e4b\u95f4\u7684\u8fde\u63a5\u6743\u91cd\uff0c\u89e3\u51b3\u68af\u5ea6\u6d88\u5931\u548c\u8868\u793a\u5d29\u6e83\uff08Representation Collapse\uff09\u4e4b\u95f4\u7684\u6743\u8861\u56f0\u5883\u3002\u5728 Dense \u6a21\u578b\u548c MoE \u6a21\u578b\u9884\u8bad\u7ec3\u4e2d\uff0c\u8d85\u8fde\u63a5\u65b9\u6848\u5c55\u793a\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u6548\u679c\uff0c\u4f7f\u6536\u655b\u901f\u5ea6\u6700\u9ad8\u53ef\u52a0\u901f 80%\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u81ea\u4ece ResNet \u63d0\u51fa\u540e\uff0c\u6b8b\u5dee\u8fde\u63a5\u5df2\u6210\u4e3a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u57fa\u7840\u7ec4\u6210\u90e8\u5206\u3002\u5176\u4e3b\u8981\u4f5c\u7528\u662f \u2014\u2014 \u7f13\u89e3\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u4f7f\u5f97\u7f51\u7edc\u7684\u8bad\u7ec3\u66f4\u52a0\u7a33\u5b9a\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u73b0\u6709\u6b8b\u5dee\u8fde\u63a5\u53d8\u4f53\u5728\u68af\u5ea6\u6d88\u5931\u548c\u8868\u793a\u5d29\u6e83\u4e4b\u95f4\u5b58\u5728\u4e00\u79cd \u201c\u8df7\u8df7\u677f\u5f0f\u201d \u7684\u6743\u8861\uff0c\u65e0\u6cd5\u540c\u65f6\u89e3\u51b3\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b Foundation \u56e2\u961f\u4e8e\u8fd1\u65e5\u63d0\u51fa<strong>\u8d85\u8fde\u63a5\uff08Hyper-Connections\uff09<\/strong>\uff0c\u9488\u5bf9\u4e0a\u8ff0 \u201c\u8df7\u8df7\u677f\u5f0f\u201d \u56f0\u5883\uff0c\u5b9e\u73b0\u4e86\u663e\u8457\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u65b9\u6cd5\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u9884\u8bad\u7ec3\uff0c\u5728\u9762\u5411 Dense \u6a21\u578b\u548c MoE \u6a21\u578b\u7684\u5b9e\u9a8c\u4e2d\uff0c\u5c55\u793a\u4e86\u663e\u8457\u6027\u80fd\u63d0\u5347\u6548\u679c\uff0c\u4f7f\u9884\u8bad\u7ec3\u6536\u655b\u901f\u5ea6\u6700\u9ad8\u53ef\u52a0\u901f 80%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png\"><\/a><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8fd8\u53d1\u73b0\uff0c\u8d85\u8fde\u63a5\u5728\u4e24\u4e2a\u5c0f\u578b\u7684\u89c6\u89c9\u4efb\u52a1\u4e2d\u8868\u73b0\u540c\u6837\u4f18\u5f02\uff0c\u8fd9\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u5728\u591a\u4e2a\u9886\u57df\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ffc1ac96b076dbe04894eab0363cbae0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ffc1ac96b076dbe04894eab0363cbae0.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aHyper-Connections<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2409.19606<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>1. \u8d85\u8fde\u63a5\u7684\u6838\u5fc3\u601d\u60f3<\/strong><\/section>\n<section><\/section>\n<section>\u524d\u6587\u63d0\u53ca\uff0c\u6b8b\u5dee\u8fde\u63a5\u7684\u4e24\u79cd\u4e3b\u8981\u53d8\u4f53\u00a0<strong>Pre-Norm<\/strong> \u548c\u00a0<strong>Post-Norm<\/strong> \u5404\u81ea\u90fd\u6709\u5176\u5c40\u9650\u6027\uff0c\u5177\u4f53\u4f53\u73b0\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>Pre-Norm<\/strong>\uff1a\u5728\u6bcf\u4e2a\u6b8b\u5dee\u5757\u4e4b\u524d\u8fdb\u884c\u5f52\u4e00\u5316\u64cd\u4f5c\uff0c\u53ef\u6709\u6548\u51cf\u5c11\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002\u7136\u800c\uff0cPre-Norm \u5728\u8f83\u6df1\u7f51\u7edc\u4e2d\u5bb9\u6613\u5bfc\u81f4\u8868\u793a\u5d29\u6e83\uff0c\u5373\u6df1\u5c42\u9690\u85cf\u8868\u793a\u8fc7\u4e8e\u76f8\u4f3c\uff0c\u4ece\u800c\u524a\u5f31\u4e86\u6a21\u578b\u5b66\u4e60\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section><strong>Post-Norm<\/strong>\uff1a\u5728\u6b8b\u5dee\u5757\u4e4b\u540e\u8fdb\u884c\u5f52\u4e00\u5316\u64cd\u4f5c\uff0c\u6709\u52a9\u4e8e\u51cf\u5c11\u8868\u793a\u5d29\u6e83\u95ee\u9898\uff0c\u4f46\u4e5f\u91cd\u65b0\u5f15\u5165\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002\u5728 LLM \u4e2d\uff0c\u901a\u5e38\u4e0d\u4f1a\u91c7\u7528\u6b64\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8d85\u8fde\u63a5\u7684\u6838\u5fc3\u601d\u8def\u5728\u4e8e \u2014\u2014 \u5f15\u5165\u53ef\u5b66\u4e60\u7684\u6df1\u5ea6\u8fde\u63a5\uff08Depth-connections\uff09\u548c\u5bbd\u5ea6\u8fde\u63a5\uff08Width-connections\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u7406\u8bba\u4e0a\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u52a8\u6001\u8c03\u6574\u4e0d\u540c\u5c42\u4e4b\u95f4\u7684\u8fde\u63a5\u5f3a\u5ea6\uff0c\u751a\u81f3\u80fd\u91cd\u65b0\u6392\u5217\u7f51\u7edc\u5c42\u6b21\u7ed3\u6784\uff0c\u5f25\u8865\u4e86\u6b8b\u5dee\u8fde\u63a5\u5728\u68af\u5ea6\u6d88\u5931\u548c\u8868\u793a\u5d29\u6e83\uff08Representation Collapse\uff09\u4e4b\u95f4\u7684\u6743\u8861\u56f0\u5883\u3002<\/section>\n<section><\/section>\n<section><strong>\u6df1\u5ea6\u8fde\u63a5\u4e0e\u5bbd\u5ea6\u8fde\u63a5<\/strong><\/section>\n<section><\/section>\n<section>\u8d77\u521d\uff0c\u8be5\u65b9\u6cd5\u4f1a\u5c06\u7f51\u7edc\u8f93\u5165\u6269\u5c55\u4e3a n \u4e2a\u9690\u5411\u91cf\uff08n \u79f0\u4f5c Expansion rate\uff09\u3002\u4e4b\u540e\u6bcf\u4e00\u5c42\u7684\u8f93\u5165\u90fd\u4f1a\u662f n \u4e2a\u9690\u5411\u91cf\uff0c\u8d85\u8fde\u63a5\u4f1a\u5bf9\u8fd9\u4e9b\u9690\u5411\u91cf\u5efa\u7acb\u4ee5\u4e0b\u4e24\u7c7b\u8fde\u63a5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u6df1\u5ea6\u8fde\u63a5\uff08Depth-Connections\uff09<\/strong>\uff1a\u8fd9\u4e9b\u8fde\u63a5\u7c7b\u4f3c\u4e8e\u6b8b\u5dee\u8fde\u63a5\uff0c\u53ea\u4e3a\u8f93\u5165\u4e0e\u8f93\u51fa\u4e4b\u95f4\u7684\u8fde\u63a5\u5206\u914d\u6743\u91cd\uff0c\u5141\u8bb8\u7f51\u7edc\u5b66\u4e60\u4e0d\u540c\u5c42\u4e4b\u95f4\u7684\u8fde\u63a5\u5f3a\u5ea6\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5bbd\u5ea6\u8fde\u63a5\uff08Width-Connections\uff09<\/strong>\uff1a\u8fd9\u4e9b\u8fde\u63a5\u4f7f\u5f97\u6bcf\u4e00\u5c42\u591a\u4e2a\u9690\u85cf\u5411\u91cf\u4e4b\u95f4\u53ef\u8fdb\u884c\u4fe1\u606f\u4ea4\u6362\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u8868\u793a\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8089c12d8ebbde4666eecdc4bc6e0067.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8089c12d8ebbde4666eecdc4bc6e0067.png\"><\/a><\/section>\n<section><strong>\u9759\u6001\u4e0e\u52a8\u6001\u8d85\u8fde\u63a5<\/strong><\/section>\n<section><\/section>\n<section>\u8d85\u8fde\u63a5\u53ef\u4ee5\u662f<strong>\u9759\u6001<\/strong>\u7684\uff0c\u4e5f\u53ef\u4ee5\u662f<strong>\u52a8\u6001<\/strong>\u7684\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0c<strong>\u9759\u6001\u8d85\u8fde\u63a5\uff08Static Hyper-Connections, SHC\uff09<\/strong>\u610f\u5473\u7740\u8fde\u63a5\u6743\u91cd\u5728\u8bad\u7ec3\u7ed3\u675f\u540e\u56fa\u5b9a\u4e0d\u53d8\u3002\u800c<strong>\u52a8\u6001\u8d85\u8fde\u63a5\uff08Dynamic Hyper-Connections, DHC\uff09<\/strong>\u5219\u5bf9\u5e94\u8fde\u63a5\u6743\u91cd\u53ef\u6839\u636e\u8f93\u5165\u52a8\u6001\u8c03\u6574\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u52a8\u6001\u8d85\u8fde\u63a5\u6548\u679c\u66f4\u597d\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u6280\u672f\u7ec6\u8282<\/strong><\/section>\n<section><\/section>\n<section><strong>\u8d85\u8fde\u63a5\uff08Hyper-connections\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u8003\u8651\u7b2c\u00a0k \u5c42\u7684\u8f93\u5165\u9690\u85cf\u5411\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0394c905f45f268f64c47ab6889503c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0394c905f45f268f64c47ab6889503c8.png\"><\/a>\uff0c\u7f51\u7edc\u7684\u521d\u59cb\u8f93\u5165\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-43f157dfa7f58a8ff1bda349dad565b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-43f157dfa7f58a8ff1bda349dad565b5.png\"><\/a>\uff0c\u5e76\u5c06\u5176\u590d\u5236 n \u6b21\uff0c\u5f62\u6210\u521d\u59cb\u7684<strong>\u8d85\u9690\u85cf\u77e9\u9635<\/strong>\uff08Hyper Hidden Matrix\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3f703acd24830e4301b1682f3ea70d34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3f703acd24830e4301b1682f3ea70d34.png\"><\/a><\/section>\n<section>\u8fd9\u91cc\uff0cn \u79f0\u4e3a\u6269\u5c55\u7387\uff08Expansion Rate\uff09\u3002\u5728\u7b2c k \u5c42\uff0c\u8f93\u5165\u662f\u4e0a\u4e00\u5c42\u7684\u8d85\u9690\u85cf\u77e9\u9635<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df89751e3490d54760f357f7245e9f78.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df89751e3490d54760f357f7245e9f78.png\"><\/a>\uff0c\u5373\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1c8b04e2af4589f6ff979138a2b7f8b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1c8b04e2af4589f6ff979138a2b7f8b6.png\"><\/a><\/section>\n<section>\u5bf9\u6700\u540e\u4e00\u5c42\u7684\u8d85\u9690\u85cf\u77e9\u9635\u9010\u884c\u6c42\u548c\uff0c\u5f97\u5230\u6240\u9700\u7684\u9690\u85cf\u5411\u91cf\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u6295\u5f71\u5c42\u8f93\u51fa\u7f51\u7edc\u6700\u7ec8\u7684\u7ed3\u679c\uff08\u5728 Transformer \u4e2d\u5373\u4e3a\u5f52\u4e00\u5316\u5c42\u548c\u89e3\u5d4c\u5165\u5c42\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7b80\u5316\u540e\u7eed\u5206\u6790\u7684\u7b26\u53f7\u8868\u793a\uff0c\u4f5c\u8005\u7701\u7565\u5c42\u7d22\u5f15\uff0c\u76f4\u63a5\u5c06\u8d85\u9690\u85cf\u77e9\u9635\u8868\u793a\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a532543561042f755be71d05fa123bbc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a532543561042f755be71d05fa123bbc.png\"><\/a><\/section>\n<section>\u8d85\u8fde\u63a5\u53ef\u4ee5\u7528\u4e00\u4e2a\u77e9\u9635\u6765\u8868\u793a\uff0c\u5bf9\u4e8e\u6269\u5c55\u7387\u4e3a n \u7684\u60c5\u51b5\uff0c\u8d85\u8fde\u63a5\u77e9\u9635 HC \u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b3b77a20f3092a059b65d6af1d924b5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b3b77a20f3092a059b65d6af1d924b5a.png\"><\/a><\/section>\n<section>\u8003\u8651\u4e00\u5c42\u7f51\u7edc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bc71a7fb9f3e793afc3ef0d9e079783d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bc71a7fb9f3e793afc3ef0d9e079783d.png\"><\/a>\uff0c\u5b83\u53ef\u80fd\u662f Transformer \u4e2d\u7684 attention \u5c42\u6216\u8005\u662f FFN \u5c42\u3002\u8d85\u8fde\u63a5\u7684\u8f93\u51fa <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41e9790e277746d839432e94ff980bb2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41e9790e277746d839432e94ff980bb2.png\"><\/a>\u53ef\u4ee5\u7b80\u5355\u5730\u8868\u793a\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b187ca7e1497be0fe7c96019da84cd7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3b187ca7e1497be0fe7c96019da84cd7.png\"><\/a><\/section>\n<section>\u4e5f\u5c31\u662f\u8bf4\uff0c\u7528 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-55975b2ac8cd4d4855ecd81bd5e697e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-55975b2ac8cd4d4855ecd81bd5e697e5.png\"><\/a>\u4f5c\u4e3a\u6743\u91cd\u5bf9\u8f93\u5165 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-51b66b377c939883771d8d30205f7343.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-51b66b377c939883771d8d30205f7343.png\"><\/a>\u8fdb\u884c\u52a0\u6743\u6c42\u548c\uff0c\u5f97\u5230\u5f53\u524d\u5c42\u7684\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cb40d7e904bf12003d6cf28a18e182bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cb40d7e904bf12003d6cf28a18e182bc.png\"><\/a>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-916dc9846a31a917e6d3c4837d3009f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-916dc9846a31a917e6d3c4837d3009f5.png\"><\/a>\u540c\u65f6\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-185893b4865fbcef1742d790f3d79c8f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-185893b4865fbcef1742d790f3d79c8f.png\"><\/a>\u7528\u4e8e\u5c06 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bf548479fa55185e2225e0f78881494e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bf548479fa55185e2225e0f78881494e.png\"><\/a>\u6620\u5c04\u5230\u6b8b\u5dee\u8d85\u9690\u85cf\u77e9\u9635<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bf993a64fce2c8e02eeb054db79f04ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bf993a64fce2c8e02eeb054db79f04ce.png\"><\/a>\uff0c\u8868\u793a\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3c366b19a66bc0ca1b01aaab54038cc4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3c366b19a66bc0ca1b01aaab54038cc4.png\"><\/a><\/section>\n<section>\u6700\u7ec8\u7684\u8f93\u51fa\u8868\u8fbe\u5f0f\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-73bfc8f84d653716a9effc2eec4e62bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-73bfc8f84d653716a9effc2eec4e62bd.png\"><\/a><\/section>\n<section>\u4f2a\u4ee3\u7801\u5982\u4e0b:<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-21c71132b793935cec780a0ad7048861.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-21c71132b793935cec780a0ad7048861.png\"><\/a><\/section>\n<section><strong>\u52a8\u6001\u8d85\u8fde\u63a5\u7684\u5b9e\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u8d85\u8fde\u63a5\u77e9\u9635 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-638612855d78b4309c724c9e65647dd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-638612855d78b4309c724c9e65647dd6.png\"><\/a>\u7684\u5143\u7d20\u53ef\u4ee5\u52a8\u6001\u4f9d\u8d56\u4e8e\u8f93\u5165 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f9d7e620dd1bc5415ced7285a4cd476a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f9d7e620dd1bc5415ced7285a4cd476a.png\"><\/a>\uff0c\u52a8\u6001\u8d85\u8fde\u63a5\u7684\u77e9\u9635\u8868\u793a\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c61ea0efaa736cb3923aea5ae167f3a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c61ea0efaa736cb3923aea5ae167f3a7.png\"><\/a><\/section>\n<section>\u540c\u6837\uff0c\u7ed9\u5b9a\u5c42 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a3a7f7e683f7e5c7e7726d170492e8ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a3a7f7e683f7e5c7e7726d170492e8ef.png\"><\/a>\u548c\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eace137422c8c59a39b116b3043781a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eace137422c8c59a39b116b3043781a2.png\"><\/a>\uff0c\u53ef\u4ee5\u5f97\u5230\u52a8\u6001\u8d85\u8fde\u63a5\u7684\u8f93\u51fa\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-91add6021282c95c985a315edf1d1cdc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-91add6021282c95c985a315edf1d1cdc.png\"><\/a><\/section>\n<section>\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u56e2\u961f\u7ed3\u5408\u4e86\u9759\u6001\u548c\u52a8\u6001\u77e9\u9635\u6765\u5b9e\u73b0\u52a8\u6001\u8d85\u8fde\u63a5\uff0c\u52a8\u6001\u53c2\u6570\u901a\u8fc7\u7ebf\u6027\u53d8\u6362\u83b7\u5f97\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7a33\u5b9a\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u56e2\u961f\u5728\u7ebf\u6027\u53d8\u6362\u524d\u5f15\u5165\u5f52\u4e00\u5316\uff0c\u5e76\u5728\u5176\u540e\u5e94\u7528 tanh \u6fc0\u6d3b\u51fd\u6570\uff0c\u901a\u8fc7\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u5c0f\u56e0\u5b50\u8fdb\u884c\u7f29\u653e\u3002\u52a8\u6001\u53c2\u6570\u7684\u8ba1\u7b97\u516c\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ef09d87ce57ee2c4f49b9df8116621ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ef09d87ce57ee2c4f49b9df8116621ee.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u8868\u660e\uff0c\u52a8\u6001\u8d85\u8fde\u63a5\u5728\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u4e2d\u4f18\u4e8e\u9759\u6001\u8d85\u8fde\u63a5\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u4e3a\u4ec0\u4e48\u4f7f\u7528\u8d85\u8fde\u63a5\uff08Hyper-Connections\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\uff0c\u6b8b\u5dee\u8fde\u63a5\u7684\u4e24\u79cd\u53d8\u4f53\uff0c\u5373\u524d\u5f52\u4e00\u5316\uff08Pre-Norm\uff09\u548c\u540e\u5f52\u4e00\u5316\uff08Post-Norm\uff09\uff0c\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e0d\u53ef\u8bad\u7ec3\u7684\u8d85\u8fde\u63a5\u3002<\/section>\n<section><\/section>\n<section>\u968f\u540e\uff0c\u56e2\u961f\u5f15\u5165\u4e86<strong>\u987a\u5e8f &#8211; \u5e76\u884c\u4e8c\u8c61\u6027<\/strong>\u6982\u5ff5\uff0c\u5c55\u793a\u4e86\u8d85\u8fde\u63a5\u5982\u4f55\u52a8\u6001\u4f18\u5316\u5c42\u7684\u6392\u5217\u4ee5\u63d0\u5347\u7f51\u7edc\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u6b8b\u5dee\u8fde\u63a5\u662f\u4e0d\u53ef\u8bad\u7ec3\u7684\u8d85\u8fde\u63a5<\/strong><\/section>\n<section><\/section>\n<section>\u524d\u5f52\u4e00\u5316\u548c\u540e\u5f52\u4e00\u5316\u7684\u6b8b\u5dee\u8fde\u63a5\u53ef\u4ee5\u8868\u793a\u4e3a\u4ee5\u4e0b\u6269\u5c55\u7387\u4e3a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0c05bff654ab976fc432027796ea2922.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0c05bff654ab976fc432027796ea2922.png\"><\/a>\u7684\u8d85\u8fde\u63a5\u77e9\u9635\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-92d03bd5f69904ad7caf6fffbb4d7cc2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-92d03bd5f69904ad7caf6fffbb4d7cc2.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8b86d7054e5f32cbaf6b9d854130bd88.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8b86d7054e5f32cbaf6b9d854130bd88.png\"><\/a>\u548c\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6876d40204851c76afc23e9b0fbd093f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6876d40204851c76afc23e9b0fbd093f.png\"><\/a> \u5206\u522b\u8868\u793a\u795e\u7ecf\u7f51\u7edc\u5c42\u8f93\u5165\u548c\u8f93\u51fa\u7684\u6807\u51c6\u5dee\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f1c57e4f0950039f76f5a5ef5f94ebe7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f1c57e4f0950039f76f5a5ef5f94ebe7.png\"><\/a>\u8868\u793a\u5b83\u4eec\u4e4b\u95f4\u7684\u534f\u65b9\u5dee\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e Pre-Norm\uff0c\u5176\u8d85\u8fde\u63a5\u77e9\u9635\u662f\u4e00\u4e2a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1136aecff05c1d39801d30c90144fdb8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1136aecff05c1d39801d30c90144fdb8.png\"><\/a>\u7684\u77e9\u9635\uff0c\u53f3\u4e0b\u4e09\u89d2\u90e8\u5206\u586b\u5145\u4e3a 1\uff0c\u5176\u4f59\u90e8\u5206\u4e3a\u5360\u4f4d\u7b26 0\u3002\u5bf9\u4e8e Post-Norm\uff0c\u6743\u91cd\u4f9d\u8d56\u4e8e\u8f93\u5165\u548c\u8f93\u51fa\u7684\u65b9\u5dee\u53ca\u534f\u65b9\u5dee\uff0c\u5f62\u6210\u4e00\u4e2a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3ad006927f589a13a6f77567259e195e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3ad006927f589a13a6f77567259e195e.png\"><\/a>\u7684\u77e9\u9635\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u7684\u8d85\u8fde\u63a5\u77e9\u9635\u662f\u4e0d\u53ef\u8bad\u7ec3\u7684\u3002<\/section>\n<section><\/section>\n<section>\u800c\u672c\u5de5\u4f5c\u63d0\u51fa\u7684\u65b9\u6cd5\u7684\u8d85\u8fde\u63a5\u77e9\u9635\u662f\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f8289172156e1ff5c02650f49e96ccab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f8289172156e1ff5c02650f49e96ccab.png\"><\/a>\u77e9\u9635\uff0c\u4e14\u6743\u91cd\u662f\u53ef\u8bad\u7ec3\u7684\uff0c\u751a\u81f3\u53ef\u4ee5\u57fa\u4e8e\u8f93\u5165\u8fdb\u884c\u52a8\u6001\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section><strong>\u987a\u5e8f &#8211; \u5e76\u884c\u4e8c\u8c61\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u7cfb\u5217\u795e\u7ecf\u7f51\u7edc\u6a21\u5757\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5b83\u4eec\u987a\u5e8f\u6392\u5217\u6216\u5e76\u884c\u6392\u5217\u3002\u4f5c\u8005\u8ba4\u4e3a\uff0c\u8d85\u8fde\u63a5\u53ef\u4ee5\u5b66\u4e60\u5982\u4f55\u5c06\u8fd9\u4e9b\u5c42\u91cd\u65b0\u6392\u5217\uff0c\u5f62\u6210\u987a\u5e8f\u548c\u5e76\u884c\u914d\u7f6e\u7684\u6df7\u5408\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-16cc59fd0b3e5ee33f0a4078fdf2cb50.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-16cc59fd0b3e5ee33f0a4078fdf2cb50.png\"><\/a><\/section>\n<section>\u5728\u4e0d\u5931\u4e00\u822c\u6027\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u5c06\u6269\u5c55\u7387\u8bbe\u7f6e\u4e3a n=2\u3002\u5982\u679c\u8d85\u8fde\u63a5\u4ee5\u5982\u4e0b\u77e9\u9635\u5f62\u5f0f\u5b66\u4e60\uff0c\u795e\u7ecf\u7f51\u7edc\u5c06\u88ab\u987a\u5e8f\u6392\u5217\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f9521821b3a71965743e455dbccf8242.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f9521821b3a71965743e455dbccf8242.png\"><\/a><\/section>\n<section>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6df1\u5ea6\u8fde\u63a5\u9000\u5316\u4e3a\u6b8b\u5dee\u8fde\u63a5\uff0c\u5982\u56fe (a) \u6240\u793a\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u5947\u6570\u5c42\u548c\u5076\u6570\u5c42\u7684\u8d85\u8fde\u63a5\u77e9\u9635\u5206\u522b\u5b9a\u4e49\u4e3a\u4ee5\u4e0b\u5f62\u5f0f\u65f6\uff0c\u795e\u7ecf\u7f51\u7edc\u6bcf\u4e24\u5c42\u5c06\u88ab\u5e76\u884c\u6392\u5217\uff0c\u7c7b\u4f3c\u4e8e Transformer \u4e2d\u7684 parallel transformer block \u7684\u6392\u5217\u65b9\u5f0f\uff0c\u5982\u56fe (b) \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4306ce81fd008034ec5910f7cdedcafc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4306ce81fd008034ec5910f7cdedcafc.png\"><\/a><\/section>\n<section>\u56e0\u6b64\uff0c\u901a\u8fc7\u5b66\u4e60\u4e0d\u540c\u5f62\u5f0f\u7684\u8d85\u8fde\u63a5\u77e9\u9635\uff0c\u7f51\u7edc\u5c42\u7684\u6392\u5217\u53ef\u4ee5\u8d85\u8d8a\u4f20\u7edf\u7684\u987a\u5e8f\u548c\u5e76\u884c\u914d\u7f6e\uff0c\u5f62\u6210\u8f6f\u6df7\u5408\u751a\u81f3\u52a8\u6001\u6392\u5217\u3002\u5bf9\u4e8e\u9759\u6001\u8d85\u8fde\u63a5\uff0c\u7f51\u7edc\u4e2d\u7684\u5c42\u6392\u5217\u5728\u8bad\u7ec3\u540e\u4fdd\u6301\u56fa\u5b9a\uff1b\u800c\u5bf9\u4e8e\u52a8\u6001\u8d85\u8fde\u63a5\uff0c\u6392\u5217\u53ef\u4ee5\u6839\u636e\u6bcf\u4e2a\u8f93\u5165\u52a8\u6001\u8c03\u6574\u3002<\/section>\n<section><\/section>\n<section><strong>4. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u4e3b\u8981\u96c6\u4e2d\u5728\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e0a\uff0c\u6db5\u76d6\u4e86 Dense \u6a21\u578b\u548c MoE \u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4f7f\u7528\u8d85\u8fde\u63a5\u7684\u6a21\u578b\u663e\u8457\u4f18\u4e8e\u4f7f\u7528\u6b8b\u5dee\u8fde\u63a5\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>1B Dense \u6a21\u578b\u5b9e\u9a8c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-06a9ed57c9f09f216b6c37b758d4dbcd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-06a9ed57c9f09f216b6c37b758d4dbcd.png\"><\/a><\/section>\n<section>\u53ea\u8981\u6269\u5c55\u7387 &gt; 1\uff0c\u6548\u679c\u5c31\u5341\u5206\u663e\u8457\uff0c\u4e14\u8bad\u7ec3\u66f4\u7a33\u5b9a\uff0c\u6d88\u6389\u4e86\u8bad\u7ec3 loss \u7684 spikes\u3002<\/section>\n<section><\/section>\n<section><strong>7B Dense \u6a21\u578b\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u56e2\u961f\u751a\u81f3 Scale \u5230\u4e86 7B \u6a21\u578b\uff0c\u6548\u679c\u4e5f\u5341\u5206\u4eae\u773c\uff0c\u540c\u65f6\u53ef\u4ee5\u770b\u5230\u6709\u8d85\u8fde\u63a5\u7684\u7f51\u7edc\u8bad\u7ec3\u66f4\u7a33\u5b9a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-070d4980e7de3592b3022e00eebbca4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-070d4980e7de3592b3022e00eebbca4b.png\"><\/a><\/section>\n<section><strong>7B \u5019\u9009\u6fc0\u6d3b 1.3B \u7684 MoE \u6a21\u578b\u5b9e\u9a8c<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-68c488835d65329ce94a5e4a16002d22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-68c488835d65329ce94a5e4a16002d22.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u4e0b\u6e38\u6307\u6807\u5168\u6da8\uff0c\u5728 ARC-Challenge \u4e0a\u751a\u81f3\u6da8\u4e86 6 \u4e2a\u767e\u5206\u70b9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de5598e59f66f7bde9ebfa26e007ae2e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de5598e59f66f7bde9ebfa26e007ae2e.png\"><\/a><\/section>\n<section>\u7efc\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u4ecb\u7ecd\u4e86<strong>\u8d85\u8fde\u63a5\uff08Hyper-Connections\uff09<\/strong>\uff0c\u5b83\u89e3\u51b3\u4e86\u6b8b\u5dee\u8fde\u63a5\u5728\u68af\u5ea6\u6d88\u5931\u548c\u8868\u793a\u5d29\u6e83\u4e4b\u95f4\u7684\u6743\u8861\u95ee\u9898\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8d85\u8fde\u63a5\u5728\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4ee5\u53ca\u89c6\u89c9\u4efb\u52a1\u4e2d\u90fd\u8868\u73b0\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8d85\u8fde\u63a5\u7684\u5f15\u5165\u51e0\u4e4e\u4e0d\u589e\u52a0\u989d\u5916\u7684\u8ba1\u7b97\u5f00\u9500\u6216\u53c2\u6570\u91cf\uff0c\u56e2\u961f\u8ba4\u4e3a\uff0c\u8be5\u6210\u679c\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u53ef\u4ee5\u63a8\u5e7f\u5230\u6587\u97f3\u89c6\u56fe\u6a21\u6001\u7684\u4e0d\u540c\u4efb\u52a1\u4e0a\uff0c\u5305\u62ec\u591a\u6a21\u6001\u7406\u89e3\u3001\u751f\u6210\u57fa\u5ea7\u6a21\u578b\u7b49\u3002<\/section>\n<section><\/section>\n<section><strong>5. \u5199\u5728\u6700\u540e<\/strong><\/section>\n<section><\/section>\n<section>\u56e2\u961f\u5173\u6ce8\u5e95\u5c42\u95ee\u9898\uff0c\u5c24\u5176\u5728 LLMs \u548c\u591a\u6a21\u6001\u65b9\u9762\uff0c\u671f\u671b\u5b9e\u73b0\u66f4\u591a\u7a81\u7834\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u56e2\u961f\u6280\u672f\u7814\u7a76\u8fdb\u5c55\uff0c\u53ef\u4ee5\u8fdb\u5165\u300c\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u300d\u6280\u672f\u89e3\u8bfb\u680f\u76ee\u4e86\u89e3\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-07-4\" target=\"_blank\">\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80%<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834 [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,65],"class_list":["post-36551","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-65"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80% - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36551\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=36551\",\"url\":\"https:\/\/17aitech.com\/?p=36551\",\"name\":\"\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80% - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=36551#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=36551#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png\",\"datePublished\":\"2025-01-13T11:00:11+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=36551#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=36551\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=36551#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=36551#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80%\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80% - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=36551","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36551","url":"https:\/\/17aitech.com\/?p=36551","name":"\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80% - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36551#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36551#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png","datePublished":"2025-01-13T11:00:11+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36551#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36551"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36551#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a493b0b7c0a9193bd221f9a5a0c564dc.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36551#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7a81\u7834\u6b8b\u5dee\u8fde\u63a5\u5c40\u9650\uff01\u9884\u8bad\u7ec3\u6536\u655b\u6700\u5feb\u52a0\u901f80%"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36551","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36551"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36551\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36551"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36551"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36551"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}