{"id":38472,"date":"2025-02-16T22:00:55","date_gmt":"2025-02-16T14:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=38472"},"modified":"2025-02-16T22:00:55","modified_gmt":"2025-02-16T14:00:55","slug":"%e6%af%94%e7%9f%a5%e8%af%86%e8%92%b8%e9%a6%8f%e5%a5%bd%e7%94%a8%ef%bc%8c%e7%94%b0%e6%b8%8a%e6%a0%8b%e7%ad%89%e6%8f%90%e5%87%ba%e8%bf%9e%e7%bb%ad%e6%a6%82%e5%bf%b5%e6%b7%b7%e5%90%88%ef%bc%8c%e5%86%8d","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38472","title":{"rendered":"\u6bd4\u77e5\u8bc6\u84b8\u998f\u597d\u7528\uff0c\u7530\u6e0a\u680b\u7b49\u63d0\u51fa\u8fde\u7eed\u6982\u5ff5\u6df7\u5408\uff0c\u518d\u5ea6\u9769\u65b0Transformer\u9884\u8bad\u7ec3\u6846\u67b6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-16-3\" target=\"_blank\">\u6bd4\u77e5\u8bc6\u84b8\u998f\u597d\u7528\uff0c\u7530\u6e0a\u680b\u7b49\u63d0\u51fa\u8fde\u7eed\u6982\u5ff5\u6df7\u5408\uff0c\u518d\u5ea6\u9769\u65b0Transformer\u9884\u8bad\u7ec3\u6846\u67b6<\/a><\/p>\n<section>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u8fdb\u5c55\u5f7b\u5e95\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5e76\u56e0\u6b64\u6210\u4e3a\u5404\u79cd\u73b0\u5b9e\u5e94\u7528\u4e2d\u7684\u6838\u5fc3\u6280\u672f\uff0c\u4f8b\u5982\u4ee3\u7801\u52a9\u624b\u3001\u641c\u7d22\u5f15\u64ce\u548c\u4e2a\u4eba AI \u52a9\u624b\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u7a81\u7834\u7684\u6838\u5fc3\u5728\u4e8e\u5bf9\u300c\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u300d\u7684\u8303\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u81ea\u7136\u8bed\u8a00 token \u4ee3\u8868\u7684\u610f\u601d\u901a\u5e38\u662f\u8868\u5c42\u7684\uff08\u4f8b\u5982 the \u6216 a \u8fd9\u6837\u7684\u529f\u80fd\u6027\u8bcd\u6c47\uff09\uff0c\u9700\u8981\u6a21\u578b\u8fdb\u884c\u5927\u91cf\u8bad\u7ec3\u624d\u80fd\u83b7\u5f97\u9ad8\u7ea7\u63a8\u7406\u548c\u5bf9\u6982\u5ff5\u7684\u7406\u89e3\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u9650\u5236\u4e86\u5b83\u4eec\u5904\u7406\u957f\u671f\u4efb\u52a1\uff08\u5982\u89c4\u5212\uff09\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6700\u8fd1\u7684\u7814\u7a76\u63a2\u7d22\u4e86\u8d85\u8d8a token \u5c42\u9762\u4fe1\u53f7\u7684\u65b9\u6cd5\u3002\u4f8b\u5982\u6709\u7814\u7a76\u8868\u660e\u7a00\u758f\u81ea\u7f16\u7801\u5668\uff08Sparse Autoencoders, SAEs\uff09\u80fd\u591f\u901a\u8fc7\u6355\u6349\u9ad8\u7ea7\u8bed\u4e49\u6982\u5ff5\uff0c\u6709\u6548\u5730\u5206\u79bb\u51fa\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e2d\u6709\u610f\u4e49\u7684\u6f5c\u5728\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\uff0c<strong>\u6765\u81ea Meta \u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u4e14\u9ad8\u6548\u7684\u9884\u8bad\u7ec3\u6846\u67b6\uff1a\u8fde\u7eed\u6982\u5ff5\u6df7\u5408\uff08Continuous Concept Mixing, CoCoMix\uff09\uff0c\u5176\u5c06\u79bb\u6563\u7684\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u4e0e\u8fde\u7eed\u6982\u5ff5\u76f8\u7ed3\u5408<\/strong>\u3002<\/section>\n<section><\/section>\n<section>CoCoMix \u7528\u6765\u9884\u6d4b\u4ece\u9884\u8bad\u7ec3\u7684\u7a00\u758f\u81ea\u7f16\u7801\u5668\u4e2d\u5b66\u4e60\u5230\u7684\u8fde\u7eed\u6982\u5ff5\uff0c\u5e76\u901a\u8fc7\u4e0e token \u9690\u85cf\u8868\u793a\u4ea4\u9519\u7684\u65b9\u5f0f\u5c06\u5176\u6df7\u5408\u5230\u6a21\u578b\u7684\u9690\u85cf\u72b6\u6001\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u4f7f\u7528\u7ecf\u8fc7\u9884\u8bad\u7ec3\u7684 SAE \u63d0\u53d6\u8bed\u4e49\u6982\u5ff5\uff0c\u5e76\u6839\u636e\u5f52\u56e0\uff08attribution\uff09\u5206\u6570\u9009\u62e9\u6700\u5177\u5f71\u54cd\u529b\u7684\u6982\u5ff5\uff0c\u8fd9\u4e9b\u5206\u6570\u91cf\u5316\u4e86\u6bcf\u4e2a\u6982\u5ff5\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u5f71\u54cd\u3002\u7136\u540e\uff0c\u6a21\u578b\u901a\u8fc7\u4ea4\u53c9\u71b5\u635f\u5931\u8bad\u7ec3\uff0c\u4ece\u5176\u9690\u85cf\u72b6\u6001\u4e2d\u9884\u6d4b\u8fd9\u4e9b\u9009\u5b9a\u7684\u6982\u5ff5\u3002\u4e00\u65e6\u9884\u6d4b\u51fa\u591a\u4e2a\u6982\u5ff5\uff0c\u5c31\u5c06\u5b83\u4eec\u538b\u7f29\u4e3a\u5355\u4e2a\u8fde\u7eed\u6982\u5ff5\uff0c\u5e76\u901a\u8fc7\u4e0e token \u5d4c\u5165\u4ea4\u9519\u7684\u65b9\u5f0f\u6df7\u5408\uff08\u6216\u63d2\u5165\uff09\u5230\u9690\u85cf\u72b6\u6001\u4e2d\uff0c\u4ece\u800c\u76f4\u63a5\u8d21\u732e\u4e8e\u4e0b\u4e00\u4e2a token \u7684\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u901a\u8fc7\u5728\u591a\u4e2a\u8bed\u8a00\u5efa\u6a21\u57fa\u51c6\u548c\u4e0d\u540c\u89c4\u6a21\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u4ece\u767e\u4e07\u7ea7\u5230\u5341\u4ebf\u7ea7\u53c2\u6570\u89c4\u6a21\uff09\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u4ece\u800c\u8bc1\u660e\u4e86 CoCoMix \u7684\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff0c<strong>CoCoMix \u91c7\u6837\u6548\u7387\u66f4\u9ad8\uff0c\u4f18\u4e8e\u6807\u51c6\u7684\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u3001\u77e5\u8bc6\u84b8\u998f\u4ee5\u53ca\u63d2\u5165\u505c\u987f token<\/strong>\u3002\u672c\u6587\u53d1\u73b0\uff0c\u5728\u7aef\u5230\u7aef\u7684\u6846\u67b6\u4e2d\u7ed3\u5408\u6982\u5ff5\u5b66\u4e60\u548c\u4ea4\u9519\u6280\u672f\u5bf9\u4e8e\u6027\u80fd\u63d0\u5347\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>CoCoMix \u6027\u80fd\u6709\u591a\u597d\uff1f<strong>\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5f53\u5c06 CoCoMix \u5e94\u7528\u4e8e\u4e00\u4e2a 1.38B \u89c4\u6a21\u7684\u6a21\u578b\u65f6\uff0cCoCoMix \u5728\u51cf\u5c11 21.5% \u8bad\u7ec3 token \u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0\u4e86\u4e0e\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u76f8\u5f53\u7684\u6027\u80fd<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0cCoCoMix \u5728\u5f31\u76d1\u7763\u5230\u5f3a\u76d1\u7763\u7684\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u663e\u8457\u6539\u8fdb\uff0c\u5176\u4e2d\u4ece\u5c0f\u6a21\u578b\u4e2d\u63d0\u53d6\u7684\u6982\u5ff5\u751a\u81f3\u53ef\u4ee5\u7528\u4f5c\u76d1\u7763\u66f4\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u6807\u7b7e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ef2d9597d234cb0f7ed511e4f26d3630.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ef2d9597d234cb0f7ed511e4f26d3630.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aLLM Pretraining with Continuous Concepts<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.08524<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/facebookresearch\/RAM\/tree\/main\/projects\/cocomix<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6b64\u524d\uff0cMeta \u63d0\u51fa\u4e86\u5927\u578b\u6982\u5ff5\u6a21\u578b\uff08LCM\uff09\uff0c\u540c\u6837\u4e5f\u662f\u901a\u8fc7\u6982\u5ff5\u800c\u975e token \u8fdb\u884c\u5b66\u4e60\u548c\u63a8\u7406\uff0c\u88ab\u8bb8\u591a\u58f0\u97f3\u8ba4\u4e3a\u662f\u5927\u6a21\u578b\u8303\u5f0f\u53d8\u9769\u7684\u65b0\u8d77\u70b9\u3002\u73b0\u5728\u770b\u6765\uff0cCoCoMix \u51fa\u73b0\uff0c\u8ba9 Meta \u5728\u521b\u65b0\u7b97\u6cd5\u9010\u6b65\u53d6\u4ee3\u300c\u8fde\u7eed\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u300d\u8fd9\u6761\u9053\u8def\u4e0a\u53c8\u8fc8\u51fa\u4e86\u91cd\u8981\u7684\u4e00\u6b65\u3002<\/section>\n<section><\/section>\n<section><strong>CoCoMix \u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>CoCoMix \u662f\u4e00\u4e2a\u4f7f\u7528\u8fde\u7eed\u6982\u5ff5\u6269\u5c55\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u7684\u6846\u67b6\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6838\u5fc3\u8bad\u7ec3\u6d41\u7a0b\u5305\u62ec\uff1a\u4e00\u4e2a\u6982\u5ff5\u9009\u62e9\u6846\u67b6\uff08\u53c2\u89c1\u56fe 1 \u5de6\uff09\uff0c\u4ee5\u53ca\u4e24\u4e2a\u7528\u4e8e\u5b66\u4e60\u548c\u5229\u7528\u8fde\u7eed\u6982\u5ff5\u7684\u8bad\u7ec3\u6b65\u9aa4\uff08step\uff09\uff08\u53c2\u89c1\u56fe 1 \u53f3\uff09\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9996\u5148\uff0c\u672c\u6587\u4f7f\u7528\u5f52\u56e0\u5206\u6570\u9009\u62e9\u91cd\u8981\u6982\u5ff5\uff0c\u8be5\u5206\u6570\u8861\u91cf\u4e86\u6bcf\u4e2a\u6982\u5ff5\u5bf9\u8f93\u51fa\u7684\u5f71\u54cd\u3002<\/section>\n<\/li>\n<li>\n<section>\u7136\u540e\uff0c\u672c\u6587\u63d0\u51fa\u901a\u8fc7\u4ea4\u53c9\u71b5\u635f\u5931\u4ece\u6a21\u578b\u7684\u9690\u85cf\u72b6\u6001\u4e2d\u9884\u6d4b\u9009\u5b9a\u7684\u6982\u5ff5\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u9690\u5f0f\u5730\u5b66\u4e60\u54ea\u4e9b\u6982\u5ff5\u5e94\u88ab\u7f16\u7801\u4e3a\u9690\u85cf\u8868\u793a\u3002<\/section>\n<\/li>\n<li>\n<section>\u6700\u540e\uff0c\u672c\u6587\u5229\u7528\u9884\u6d4b\u7684\u6982\u5ff5\u521b\u5efa\u4e00\u4e2a\u8fde\u7eed\u6982\u5ff5\uff0c\u5e76\u5c06\u5176\u4ea4\u9519\u63d2\u5165\u5230\u9690\u85cf\u72b6\u6001\u4e2d\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u663e\u5f0f\u5730\u5b66\u4e60\u5982\u4f55\u4f7f\u7528\u8fde\u7eed\u6982\u5ff5\u4ee5\u53ca token \u9690\u85cf\u72b6\u6001\u3002\u76f4\u89c2\u4e0a\uff0c\u6a21\u578b\u9009\u62e9\u6027\u5730\u5b66\u4e60\u54ea\u4e9b\u6982\u5ff5\u5bf9\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u6709\u7528\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u8fd9\u4e9b\u6982\u5ff5\u4e0e token \u8868\u793a\u6df7\u5408\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-62aae673a545ae643ebca1c84b534751.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-62aae673a545ae643ebca1c84b534751.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u90e8\u5206\uff0c\u7814\u7a76\u8005\u4e3b\u8981\u901a\u8fc7\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\u5bf9 CoCoMix \u8fdb\u884c\u4e86\u5b9e\u8bc1\u8bc4\u4f30\uff1a\u00a0<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>CoCoMix \u80fd\u5426\u63d0\u9ad8 LLM \u9884\u8bad\u7ec3\u4e2d\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u7684\u6027\u80fd\uff1f(\u56fe 2 \u548c\u56fe 3\uff09\u00a0<\/section>\n<\/li>\n<li>\n<section>\u4e0e\u5176\u4ed6\u77e5\u8bc6\u63d0\u70bc\u65b9\u6cd5\u76f8\u6bd4\uff0cCoCoMix \u5728\u5f31\u5230\u5f3a\u76d1\u7763\u8bbe\u7f6e\u4e2d\u662f\u5426\u6709\u6240\u6539\u8fdb\uff1f(\u8868 1 \u548c\u56fe 4\uff09\u00a0<\/section>\n<\/li>\n<li>\n<section>CoCoMix \u662f\u5426\u5f15\u5165\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u64cd\u7eb5\u6027\uff1f(\u56fe 5\uff09\u00a0<\/section>\n<\/li>\n<li>\n<section>CoCoMix \u7684\u6bcf\u4e2a\u5efa\u8bae\u7ec4\u4ef6\u5bf9\u6027\u80fd\u6709\u4f55\u8d21\u732e\uff1f(\u56fe 6\uff09\u00a0<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u9996\u5148\u662f\u4e24\u4e2a\u6838\u5fc3\u7ed3\u679c\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u5728\u76f8\u5bf9\u5927\u89c4\u6a21\u7684\u9884\u8bad\u7ec3\u8bbe\u7f6e\u4e2d\u4e0e NTP \u7684\u6bd4\u8f83\uff1b<\/section>\n<\/li>\n<li>\n<section>\u4e0e KD \u57fa\u7ebf\u7684\u6bd4\u8f83\uff0c\u5c24\u5176\u662f\u5728\u4ece\u5c0f\u6a21\u578b\u4e2d\u63d0\u53d6\u7684\u6982\u5ff5\u7528\u4e8e\u6307\u5bfc\u5927\u6a21\u578b\u7684\u5f31\u5230\u5f3a\u76d1\u7763\u573a\u666f\u4e2d\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section><strong>\u5927\u89c4\u6a21\u4f7f\u7528 CoCoMix \u6539\u8fdb NTP<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 3 \u6240\u793a\uff0cCoCoMix \u5728\u5404\u79cd\u89c4\u6a21\u7684\u6a21\u578b\u4e0a\u90fd\u80fd\u6301\u7eed\u663e\u8457\u63d0\u9ad8\u4e0b\u6e38\u4efb\u52a1\u7684\u6574\u4f53\u6027\u80fd\u3002\u7ed3\u679c\u8fd8\u8868\u660e\uff0c\u8f83\u5927\u7684\u6a21\u578b\uff08\u5982 386M \u548c 1.38B\uff09\u53ef\u4ee5\u4ece\u4f7f\u7528\u4ece\u8f83\u5c0f\u7684 124M \u6a21\u578b\u4e2d\u63d0\u53d6\u7684\u6982\u5ff5\u4e2d\u83b7\u76ca\uff0c\u663e\u793a\u4e86\u6709\u6548\u7684\u5f31\u5230\u5f3a\u76d1\u7763\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c45df38355197e741329bd3cdc107de6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c45df38355197e741329bd3cdc107de6.png\"><\/a><\/section>\n<section>\u5982\u56fe 2 \u6240\u793a\uff0c\u5728\u5341\u4ebf\u7ea7\u89c4\u6a21\u7684\u6a21\u578b\u4e0a\uff0cCoCoMix \u4e0e NTP \u76f8\u6bd4\u6301\u7eed\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u4f8b\u5982\uff0cCoCoMix \u7684\u6027\u80fd\u4e0e NTP \u76f8\u8fd1\uff0c\u4f46\u4f7f\u7528\u7684 token \u5374\u51cf\u5c11\u4e86 21.5%\uff0c\u663e\u793a\u4e86\u5f88\u9ad8\u7684\u91c7\u6837\u6548\u7387\u3002\u6700\u540e\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4f7f\u7528 CoCoMix \u6240\u83b7\u5f97\u7684\u6027\u80fd\u589e\u76ca\u968f\u7740\u8bad\u7ec3\u6b65\u9aa4\u7684\u589e\u52a0\u800c\u589e\u52a0\uff0c\u663e\u793a\u51fa\u5f88\u5f3a\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-813a91d99c63ed6f31b9b8fe5458db85.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-813a91d99c63ed6f31b9b8fe5458db85.png\"><\/a><\/section>\n<section><strong>\u4e0e KD \u57fa\u7ebf\u7684\u6bd4\u8f83<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u8fd8\u5c06 CoCoMix \u4e0e KD \u57fa\u7ebf\u5728\u591a\u79cd\u60c5\u51b5\u4e0b\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u8f83\u5f3a\u7684\u6559\u5e08\u6a21\u578b\u6559\u6388\u8f83\u5c0f\u7684\u5b66\u751f\u6a21\u578b\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5f31\u5230\u5f3a\u7684\u76d1\u7763\uff0c\u5373\u8f83\u5f31\u7684\u6559\u5e08\u6559\u6388\u8f83\u5927\u7684\u5b66\u751f\u6a21\u578b\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5206\u5e03\u8f6c\u79fb\uff0c\u5373\u5b66\u751f\u5728\u4e0d\u540c\u4e8e\u6559\u5e08\u9884\u8bad\u7ec3\u5206\u5e03\u7684\u8bed\u6599\u5e93\u4e0a\u63a5\u53d7\u8bad\u7ec3\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u5982\u8868 1 \u6240\u793a\uff0c\u5728\u8fd9\u4e9b\u6a21\u578b\u914d\u7f6e\u4e2d\uff0cCoCoMix \u90fd\u6bd4 KD \u6709\u6240\u6539\u8fdb\u3002\u7279\u522b\u662f\uff0cCoCoMix \u5728\u4ece\u5f31\u5230\u5f3a\u7684\u76d1\u7763\u8bbe\u7f6e\u4e2d\u8868\u73b0\u51fa\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u4f8b\u5982\u5728 386M \u4e2d\u5e73\u5747\u590d\u6742\u5ea6\u63d0\u9ad8\u4e86 2.8\uff0c\u800c KD \u5e76\u6ca1\u6709\u8868\u73b0\u51fa\u5f88\u5927\u7684\u6539\u8fdb\u3002\u8fd9\u662f\u56e0\u4e3a\u8f83\u5f31\u7684\u6559\u5e08\u53ef\u80fd\u4f1a\u5f15\u5165\u566a\u58f0\u6216\u6b21\u4f18\u77e5\u8bc6\uff0c\u5c24\u5176\u662f\u5f53\u5b66\u751f\u7684\u80fd\u529b\u8d85\u8fc7\u6559\u5e08\u65f6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-06e008ece0ce7b4330264faeee6df34d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-06e008ece0ce7b4330264faeee6df34d.png\"><\/a><\/section>\n<section>\u5728\u56fe 4 \u4e2d\u4e5f\u53ef\u4ee5\u89c2\u5bdf\u5230\u8fd9\u4e00\u8d8b\u52bf\uff0c\u5f53\u5b66\u751f\u7684\u80fd\u529b\u8d85\u8fc7\u6559\u5e08\u65f6\uff08\u5c24\u5176\u662f\u5728\u5206\u5e03\u8f6c\u79fb\u573a\u666f\u4e2d\uff09\uff0c\u4f7f\u7528 KD \u8bad\u7ec3\u7684\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u9014\u4f1a\u843d\u540e\u4e8e\u6807\u51c6\u8bad\u7ec3\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cCoCoMix \u9009\u62e9\u6027\u5730\u5229\u7528\u4e86\u6709\u7528\u7684\u6982\u5ff5\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u6301\u7eed\u7684\u6027\u80fd\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6be0c9ccee447532ccf775e60d1afdd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6be0c9ccee447532ccf775e60d1afdd6.png\"><\/a><\/section>\n<section><strong>CoCoMix \u7684\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u64cd\u7eb5\u6027<\/strong><\/section>\n<section><\/section>\n<section>CoCoMix \u7684\u53e6\u4e00\u4e2a\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u53ef\u89e3\u91ca\u6027\u548c\u6a21\u578b\u64cd\u7eb5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7531\u4e8e\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\u540e\u53ef\u4ee5\u9884\u6d4b\u5176\u9690\u85cf\u72b6\u6001\u4e2d\u7684\u6982\u5ff5\uff0c\u56e0\u6b64\u7814\u7a76\u8005\u53ef\u4ee5\u6839\u636e\u6982\u5ff5\u9884\u6d4b\u7ed3\u679c\u6765\u5206\u6790\u5176\u91cd\u70b9\u5173\u6ce8\u7684\u6982\u5ff5\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u653e\u5927\u9884\u6d4b\u6982\u5ff5 z_t \u7684\u5927\u5c0f\uff0c\u53ef\u4ee5\u63a7\u5236\u6a21\u578b\u7684\u8f93\u51fa\u751f\u6210\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u53ef\u64cd\u7eb5\u6027\u662f\u5426\u8fbe\u5230\u9884\u671f\u6548\u679c\uff0c\u7814\u7a76\u8005\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684 SAE \u6f5c\u5728\u7a7a\u95f4 c \u4e2d\u5bf9\u540c\u4e00\u6982\u5ff5\u7684\u6fc0\u6d3b\u8fdb\u884c\u64cd\u7eb5\uff0c\u5e76\u786e\u8ba4\u8f93\u51fa\u662f\u5426\u8868\u73b0\u51fa\u76f8\u5e94\u7684\u6982\u5ff5\u3002\u8fd9\u91cc\u4f7f\u7528\u7684\u662f\u7528 CoCoMix \u8bad\u7ec3\u7684 386M \u53c2\u6570\u6a21\u578b\uff0c\u5176\u4e2d\u9884\u8bad\u7ec3\u6a21\u578b\u4e3a GPT-2\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 5 \u6240\u793a\uff0c\u5f53\u4e0e\u300c\u7f51\u7ad9\u5730\u5740\u300d\u76f8\u5173\u7684\u6982\u5ff5\u88ab\u653e\u5927\u65f6\uff0c\u4e24\u4e2a\u6a21\u578b\u90fd\u5f00\u59cb\u751f\u6210\u5b9e\u9645\u7684\u7f51\u7ad9\u5730\u5740\u3002\u8fd9\u8868\u660e\u672c\u6587\u6a21\u578b\u6210\u529f\u5730\u5b66\u4e60\u4e86 GPT-2 \u5bf9\u9f50\u6982\u5ff5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1a01b5f00a5500cc2bb2e19c32320534.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1a01b5f00a5500cc2bb2e19c32320534.png\"><\/a><\/section>\n<section><strong>CoCoMix \u6709\u6548\u6027\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u540e\uff0c\u7814\u7a76\u8005\u5bf9 CoCoMix \u8fdb\u884c\u4e86\u8be6\u7ec6\u5206\u6790\uff0c\u4ee5\u9a8c\u8bc1\u6bcf\u4e2a\u63d0\u51fa\u7684\u7ec4\u4ef6\u7684\u6548\u679c\u3002\u89d2\u5ea6\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u5f52\u56e0\u5206\u6570\u5bf9\u9009\u62e9\u6982\u5ff5\u7684\u6709\u6548\u6027\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6982\u5ff5\u9884\u6d4b\u4e0e\u76f4\u63a5\u9690\u85cf\u72b6\u6001\u9884\u6d4b\uff08\u5373\u7528\u8fde\u7eed\u635f\u5931\u9884\u6d4b\u9690\u85cf\u72b6\u6001\uff0c\u800c\u4e0d\u662f\u7528 SAE \u5c06\u9690\u85cf\u72b6\u6001\u79bb\u6563\u5316\uff09\u4e4b\u95f4\u7684\u6bd4\u8f83\uff1b<\/section>\n<\/li>\n<li>\n<section>\u538b\u7f29\u6743\u91cd\u7684\u7a00\u758f\u6027\uff1b<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u5206\u6790\u6982\u5ff5\u9884\u6d4b\u548c\u6df7\u5408\u7684\u8d21\u732e\u8fdb\u884c\u6210\u5206\u5206\u6790\uff1b<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u6bd4\u8f83\u5c06\u6982\u5ff5\u5411\u91cf\u6dfb\u52a0\u5230\u539f\u59cb\u9690\u85cf\u72b6\u6001\u548c\u6df7\u5408\uff08\u5c06\u6982\u5ff5\u5411\u91cf\u4e0e token \u9690\u85cf\u8868\u793a\u4ea4\u9519\uff09\uff0c\u5bf9\u6982\u5ff5\u8c03\u8282\u8fdb\u884c\u8bbe\u8ba1\u9009\u62e9\uff1b<\/section>\n<\/li>\n<li>\n<section>CoCoMix \u4e0e Pause token\uff08\u5373\u6dfb\u52a0\u53ef\u5b66\u4e60 token\uff09\u4e4b\u95f4\u7684\u6bd4\u8f83\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u6b64\u5904\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86 69M Transformer\uff0c\u5e76\u5728 OpenWebText \u6570\u636e\u96c6\u4e2d\u7684 20B token \u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u7814\u7a76\u7ec6\u8282\uff0c\u53ef\u53c2\u8003\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-16-3\" target=\"_blank\">\u6bd4\u77e5\u8bc6\u84b8\u998f\u597d\u7528\uff0c\u7530\u6e0a\u680b\u7b49\u63d0\u51fa\u8fde\u7eed\u6982\u5ff5\u6df7\u5408\uff0c\u518d\u5ea6\u9769\u65b0Transformer\u9884\u8bad\u7ec3\u6846\u67b6<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6bd4\u77e5\u8bc6\u84b8\u998f\u597d\u7528\uff0c\u7530\u6e0a\u680b [&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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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 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