{"id":40108,"date":"2025-04-13T06:02:47","date_gmt":"2025-04-12T22:02:47","guid":{"rendered":"https:\/\/17aitech.com\/?p=40108"},"modified":"2025-04-13T06:02:47","modified_gmt":"2025-04-12T22:02:47","slug":"%e4%bc%a0%e7%bb%9f%e9%a2%84%e8%ae%ad%e7%bb%83%e6%ad%a3%e8%b5%b0%e5%90%91%e7%bb%88%e7%bb%93%ef%bc%8c%e6%8e%a8%e7%90%86%e4%bc%98%e5%8c%96%e4%b8%8e%e5%90%8e%e8%ae%ad%e7%bb%83%e6%8f%90%e5%8d%87%e6%9c%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40108","title":{"rendered":"\u4f20\u7edf\u9884\u8bad\u7ec3\u6b63\u8d70\u5411\u7ec8\u7ed3\uff0c\u63a8\u7406\u4f18\u5316\u4e0e\u540e\u8bad\u7ec3\u63d0\u5347\u6709\u9650\uff0c\u5927\u6a21\u578b\u4eca\u540e\u5982\u4f55\u7a81\u7834\u53d1\u5c55\u74f6\u9888\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-11-8\" target=\"_blank\">\u4f20\u7edf\u9884\u8bad\u7ec3\u6b63\u8d70\u5411\u7ec8\u7ed3\uff0c\u63a8\u7406\u4f18\u5316\u4e0e\u540e\u8bad\u7ec3\u63d0\u5347\u6709\u9650\uff0c\u5927\u6a21\u578b\u4eca\u540e\u5982\u4f55\u7a81\u7834\u53d1\u5c55\u74f6\u9888\uff1f<\/a><\/p>\n<p data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8871ddbc6143353e7c974000268c75bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8871ddbc6143353e7c974000268c75bf.png\"><\/a><\/p>\n<p data-pm-slice=\"0 0 []\">\u9ad8\u8d28\u91cf\u6570\u636e\u67af\u7aed\uff0c\u4f20\u7edf\u9884\u8bad\u7ec3\u8d70\u5411\u7ec8\u70b9\uff0c\u5927\u6a21\u578b\u5982\u4f55\u7a81\u7834\u74f6\u9888\uff1f<\/p>\n<p>\u5f53\u524d\uff08\u591a\u6a21\u6001\uff09\u5927\u6a21\u578b\u6b63\u6df1\u9677\u300c\u6570\u636e\u9965\u6e34\u300d\u56f0\u5883\uff1a\u5176\u6027\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u9884\u8bad\u7ec3\u9636\u6bb5\u5927\u91cf\u9ad8\u8d28\u91cf\uff08\u56fe\u6587\u5bf9\u9f50\uff09\u6570\u636e\u7684\u652f\u6491\u3002\u7136\u800c\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u8fd9\u7c7b\u9ad8\u4ef7\u503c\u6570\u636e\u8d44\u6e90\u6b63\u5728\u8fc5\u901f\u8017\u5c3d\uff0c\u4f20\u7edf\u4f9d\u8d56\u771f\u5b9e\u6570\u636e\u9a71\u52a8\u6a21\u578b\u80fd\u529b\u589e\u957f\u7684\u8def\u5f84\u5df2\u96be\u4ee5\u4e3a\u7ee7\u3002<\/p>\n<p>\u5728 NeurIPS 2024 \u4f1a\u8bae\u4e0a\uff0cOpenAI \u8054\u5408\u521b\u59cb\u4eba Ilya Sutskever \u660e\u786e\u6307\u51fa\uff1a\u300cPre-training as we know it will end\u3002\u300d\u8fd9\u4e00\u5224\u65ad\u6210\u4e3a\u5bf9\u4f20\u7edf\u9884\u8303\u5f0f\u6781\u9650\u7684\u6e05\u6670\u8b66\u793a\u3002\u4e3a\u5ef6\u7eed\u6027\u80fd\u63d0\u5347\uff0c\u4e3b\u6d41\u7814\u7a76\u65b9\u5411\u5f00\u59cb\u8f6c\u5411\u63a8\u7406\u4f18\u5316\u4e0e\u540e\u8bad\u7ec3\u5fae\u8c03\uff08\u5982\u5f3a\u5316\u5b66\u4e60\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dd81a0eaa06bcac48beb255137c361b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dd81a0eaa06bcac48beb255137c361b8.png\"><\/a><\/p>\n<p>\u7136\u800c\uff0c\u6700\u65b0\u7814\u7a76\u8868\u660e\uff1a\u6b64\u7c7b\u6539\u8fdb\u6781\u5176\u4f9d\u8d56\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u4e2d\u6240\u5960\u5b9a\u7684\u80fd\u529b\u57fa\u7840\u3002\u5982\u679c\u6a21\u578b\u5728\u65e9\u671f\u672a\u80fd\u7cfb\u7edf\u6027\u5730\u4e60\u5f97\u76f8\u5173\u80fd\u529b\uff0c\u540e\u7eed\u4f18\u5316\u5c31\u5982\u540c\u5728\u6c99\u5730\u4e0a\u5efa\u9ad8\u697c\u2014\u2014\u8fdb\u5c55\u6709\u9650\uff0c\u98ce\u9669\u9887\u9ad8\u3002\u4e0d\u540c\u6a21\u578b\u5728\u300c\u81ea\u6211\u8fdb\u5316\u300d\u80fd\u529b\u4e0a\u7684\u8868\u73b0\u4e5f\u5b58\u5728\u5de8\u5927\u5dee\u5f02\uff0c\u5176\u5b9e\u8d28\u4ecd\u662f\u300c\u9898\u6d77\u6218\u672f\u300d\u7684\u5ef6\u4f38\uff1a\u7f3a\u4e4f\u65b9\u6cd5\u8bba\u652f\u6491\u7684\u8bad\u7ec3\uff0c\u96be\u4ee5\u5e94\u5bf9\u771f\u5b9e\u4e16\u754c\u4e2d\u7684\u590d\u6742\u548c\u53d8\u5316\u3002<\/p>\n<p>\u9762\u5bf9\u8fd9\u4e00\u74f6\u9888\uff0c<strong>\u5927\u6a21\u578b\u7684\u672a\u6765\u8def\u5728\u4f55\u65b9\uff1f<\/strong><\/p>\n<p>\u5fae\u8f6f\u7814\u7a76\u9662\u79d1\u5b66\u5bb6 Shital Shah \u5728\u793e\u4ea4\u5a92\u4f53\u4e0a\u6307\u51fa\uff1a<strong>\u5408\u6210\u6570\u636e\uff08synthetic data\uff09\u6216\u8bb8\u662f\u6253\u7834\u5f53\u524d\u80fd\u529b\u5929\u82b1\u677f\u7684\u5173\u952e\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-230b40bd623412d9a03ec208d2d41e21.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-230b40bd623412d9a03ec208d2d41e21.png\"><\/a><\/section>\n<p>\u8fd1\u65e5\uff0c\u6e2f\u4e2d\u6587\u8054\u5408\u6e05\u534e\u7b49\u9ad8\u6821\u63d0\u51fa\uff1a\u672a\u6765\u5927\u6a21\u578b\u6027\u80fd\u7684\u6301\u7eed\u63d0\u5347\uff0c\u9700\u4f9d\u8d56\u300c\u9884\u8bad\u7ec3\u3001\u63a8\u7406\u9636\u6bb5\u7684\u8ba1\u7b97\u6269\u5c55\u3001\u540e\u8bad\u7ec3\u4f18\u5316\u300d\u4e09\u8005\u7684\u6df1\u5ea6\u534f\u540c\u3002\u8fd9\u4e00\u89c2\u70b9\u6253\u7834\u4e86\u4f20\u7edf\u4f9d\u8d56\u5355\u4e00\u9884\u8bad\u7ec3\u8def\u5f84\u7684\u8303\u5f0f\uff0c\u4e3a\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u57fa\u7840\u5927\u6a21\u578b\uff08Foundation MLLMs\uff09\u7684\u6784\u5efa\u63d0\u4f9b\u4e86\u5168\u65b0\u601d\u8def\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-49fa298d317ca8132ff0bd1bcb9ec127.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-49fa298d317ca8132ff0bd1bcb9ec127.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aWill Pre-Training Ever End? A First Step Toward Next-Generation Foundation MLLMs via Self-Improving Systematic Cognition<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2503.12303v5<\/p>\n<\/li>\n<\/ul>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u521b\u65b0\u6027\u6846\u67b6\u2014\u2014<strong>SICOG\uff08Self-Improving cognition\uff09<\/strong>\uff0c\u65e8\u5728\u91cd\u5851\u5927\u6a21\u578b\u7684\u8fdb\u5316\u8def\u5f84\u3002SICOG \u5f15\u5165\u4e86\u72ec\u521b\u7684\u300c\u94fe\u5f0f\u63cf\u8ff0\u300d\u6280\u672f\uff0c\u901a\u8fc7\u4e94\u6b65\u6e10\u8fdb\u5f0f\u89c6\u89c9\u89e3\u6790\u5f15\u64ce\uff0c\u5b9e\u73b0\u6a21\u578b\u4ece\u663e\u8457\u5185\u5bb9\u6355\u6349\u5230\u7ec6\u7c92\u5ea6\u5173\u8054\u63a8\u7406\u7684\u5168\u9762\u611f\u77e5\u8dc3\u5347\u3002<\/p>\n<p>\u8be5\u6846\u67b6\u540c\u65f6\u91c7\u7528\u4e86\u300c\u7ed3\u6784\u5316\u601d\u7ef4\u94fe\u300d\u673a\u5236\uff0c\u6709\u6548\u589e\u5f3a\u6a21\u578b\u5bf9\u591a\u6a21\u6001\u4fe1\u606f\u7684\u878d\u5408\u5904\u7406\u4e0e\u590d\u6742\u63a8\u7406\u80fd\u529b\u3002\u66f4\u5177\u7a81\u7834\u6027\u7684\u662f\uff0cSICOG \u901a\u8fc7<strong>\u81ea\u751f\u6210\u6570\u636e\u95ed\u73af + \u8bed\u4e49\u4e00\u81f4\u6027\u7b5b\u9009\u673a\u5236<\/strong>\uff0c\u4f7f\u6a21\u578b\u5728<strong>\u96f6\u4eba\u5de5\u6807\u6ce8<\/strong>\u7684\u6761\u4ef6\u4e0b\u5b9e\u73b0\u8ba4\u77e5\u80fd\u529b\u7684\u6301\u7eed\u8fdb\u5316\uff0c\u771f\u6b63\u8fc8\u5411\u9ad8\u6548\u3001\u81ea\u4e3b\u7684\u5b66\u4e60\u8303\u5f0f\u3002<\/p>\n<p>SICOG \u7684\u63d0\u51fa\uff0c\u4e0d\u4ec5\u6253\u7834\u4e86\u5f53\u524d\u6a21\u578b\u5728\u6570\u636e\u3001\u7b97\u529b\u4e0e\u5fae\u8c03\u4f18\u5316\u4e09\u8005\u5272\u88c2\u53d1\u5c55\u7684\u74f6\u9888\uff0c\u4e5f\u4e3a\u672a\u6765\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u6a21\u578b\u7684\u6784\u5efa\u63d0\u4f9b\u4e86\u53ef\u6269\u5c55\u3001\u53ef\u8fc1\u79fb\u7684\u65b0\u8def\u5f84\u3002<\/p>\n<p><strong>SICOG\uff1a\u4e09\u4f4d\u4e00\u4f53\u534f\u540c\u6846\u67b6\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u81ea\u6211\u8fdb\u5316\u300d<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0bc5bdfd30fcb30e0132bfa4ab77f593.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0bc5bdfd30fcb30e0132bfa4ab77f593.png\"><\/a><\/section>\n<p>\u4f20\u7edf\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u4f9d\u8d56\u6d77\u91cf\u6807\u6ce8\u6570\u636e\u4e0e\u9759\u6001\u9884\u8bad\u7ec3\u8303\u5f0f\uff0c\u9762\u4e34\u6570\u636e\u7a00\u7f3a\u4e0e\u80fd\u529b\u589e\u957f\u53d7\u9650\u7684\u53cc\u91cd\u74f6\u9888\u3002\u4e3a\u7a81\u7834\u8fd9\u4e00\u56f0\u5883\uff0c\u672c\u6587\u63d0\u51fa\u5168\u65b0\u6846\u67b6 <strong>SICOG\uff08Self-Improving cognition\uff09<\/strong>\uff0c\u9996\u6b21\u6784\u5efa\u4e86\u6db5\u76d6<strong>\u300c\u540e\u8bad\u7ec3\u589e\u5f3a\u2014\u63a8\u7406\u4f18\u5316\u2014\u518d\u9884\u8bad\u7ec3\u5f3a\u5316\u300d\u7684\u4e09\u4f4d\u4e00\u4f53\u81ea\u8fdb\u5316\u673a\u5236<\/strong>\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u9884\u8bad\u7ec3\u8fb9\u754c\uff0c\u4e3a\u4e0b\u4e00\u4ee3 MLLMs \u6ce8\u5165<strong>\u52a8\u6001\u8ba4\u77e5\u4e0e\u6301\u7eed\u5b66\u4e60\u80fd\u529b\u3002<\/strong><\/p>\n<p>SICOG \u7684\u4e09\u9636\u6bb5\u534f\u540c\u673a\u5236\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\n<section><strong>\u540e\u8bad\u7ec3\u589e\u5f3a<\/strong>\uff1a\u5229\u7528\u5c11\u91cf\u9ad8\u8d28\u91cf\u6807\u6ce8\u6570\u636e\uff0c\u63d0\u5347\u6a21\u578b\u7684\u7cfb\u7edf\u6027\u8ba4\u77e5\u4e0e\u57fa\u7840\u63a8\u7406\u80fd\u529b\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u63a8\u7406\u4f18\u5316<\/strong>\uff1a\u5728\u5927\u89c4\u6a21\u65e0\u6807\u7b7e\u591a\u6a21\u6001\u6570\u636e\u4e0a\u8fdb\u884c\u81ea\u4e3b\u63a8\u7406\uff0c\u901a\u8fc7\u300c<strong>\u81ea\u6211\u4e00\u81f4\u6027\u6295\u7968\u673a\u5236<\/strong>\u300d\u7b5b\u9009\u51fa\u9ad8\u7f6e\u4fe1\u5ea6\u7b54\u6848\uff0c\u81ea\u52a8\u751f\u6210\u4f2a\u6807\u7b7e\uff1b<\/section>\n<\/li>\n<li>\n<section><strong>\u518d\u9884\u8bad\u7ec3\u5f3a\u5316<\/strong>\uff1a\u5c06\u7b5b\u9009\u540e\u7684\u9ad8\u8d28\u91cf\u4f2a\u6807\u6ce8\u6570\u636e\u53cd\u9988\u7528\u4e8e\u9884\u8bad\u7ec3\uff0c\u5b9e\u73b0\u6a21\u578b\u80fd\u529b\u7684\u6301\u7eed\u8fdb\u5316\u3002<\/section>\n<\/li>\n<\/ol>\n<p>SICOG \u7684\u5173\u952e\u521b\u65b0\u5728\u4e8e\u5b9e\u73b0\u4e86\u6a21\u578b\u7684\u300c<strong>\u5b66\u4e2d\u5b9e\u8df5\u3001\u5b9e\u8df5\u4e2d\u8fdb\u5316<\/strong>\u300d\uff1a\u4ece\u5c11\u91cf\u79cd\u5b50\u6570\u636e\u51fa\u53d1\uff0c\u6a21\u578b\u901a\u8fc7\u300c<strong>\u770b\u56fe\u603b\u7ed3 + \u89e3\u9898\u63a8\u7406<\/strong>\u300d\u4e3b\u52a8\u6784\u5efa\u591a\u4efb\u52a1\u6837\u672c\uff0c\u5b9e\u73b0\u6570\u636e\u751f\u6210\u4e0e\u5b66\u4e60\u95ed\u73af\u3002\u65e0\u9700\u5927\u89c4\u6a21\u4eba\u5de5\u6807\u6ce8\uff0c\u5373\u53ef\u9ad8\u6548\u6269\u5c55\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u6839\u672c\u6027\u7f13\u89e3\u5f53\u524d\u9ad8\u8d28\u91cf\u591a\u6a21\u6001\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2460feff5dead21051e89eb512a6870f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2460feff5dead21051e89eb512a6870f.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ff9822d77b8f1f750c81c2b4989e0082.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ff9822d77b8f1f750c81c2b4989e0082.png\"><\/a><\/section>\n<p><strong>\u63cf\u8ff0\u94fe\uff08Chain-of-Description, CoD\uff09\uff1a\u8ba9\u6a21\u578b\u300c\u770b\u56fe\u50cf\u50cf\u4eba\u4e00\u6837\u300d<\/strong><\/p>\n<p>CoD\uff08\u63cf\u8ff0\u94fe\uff09\u662f\u4e00\u79cd<strong>\u7ed3\u6784\u5316\u5206\u6b65\u611f\u77e5\u65b9\u6cd5<\/strong>\uff0c\u4f7f\u6a21\u578b\u50cf\u4fa6\u63a2\u4e00\u6837\u9010\u5c42\u89c2\u5bdf\u56fe\u50cf\uff0c\u4ece\u4e3b\u4f53\u5230\u7ec6\u8282\u3001\u4ece\u5173\u7cfb\u5230\u80cc\u666f\uff0c\u6784\u5efa\u51fa\u5b8c\u6574\u3001\u903b\u8f91\u4e25\u5bc6\u7684\u56fe\u50cf\u7406\u89e3\u8fc7\u7a0b\u3002<\/p>\n<p>\u4ee5\u300c\u4e00\u4f4d\u5973\u5b69\u5f39\u5409\u4ed6\u300d\u7684\u56fe\u50cf\u4e3a\u4f8b\uff0c\u4f20\u7edf\u6a21\u578b\u53ef\u80fd\u4ec5\u751f\u6210\u300c\u5973\u751f\u5728\u5f39\u5409\u4ed6\u300d\u7684\u7c97\u7565\u63cf\u8ff0\uff0c\u800c CoD \u4f1a\u5206\u4e3a\u4e94\u4e2a\u6709\u5e8f\u9636\u6bb5\uff0c\u9010\u6b65\u6df1\u5316\u7406\u89e3\uff1a<\/p>\n<section><strong>1.\u63d0\u53d6\u4e3b\u4f53\u5185\u5bb9<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9996\u5148\u8bc6\u522b\u56fe\u50cf\u7684\u6838\u5fc3\u8bed\u4e49\u5143\u7d20\uff0c\u5982\uff1a\u300c\u4e00\u4f4d\u7ea2\u53d1\u5973\u6027\u5750\u5728\u5e8a\u4e0a\uff0c\u6000\u4e2d\u62b1\u7740\u4e00\u628a\u6728\u5409\u4ed6\u300d\u3002<\/section>\n<\/li>\n<li>\n<section>\u8fd9\u4e00\u9636\u6bb5\u786e\u4fdd\u6a21\u578b\u5bf9\u4e3b\u8981\u5bf9\u8c61\u6709\u6e05\u6670\u628a\u63e1\uff0c\u4e3a\u540e\u7eed\u5206\u6790\u6253\u4e0b\u57fa\u7840\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2.\u5206\u6790\u7ec6\u8282\u4fe1\u606f<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8fdb\u4e00\u6b65\u89c2\u5bdf\u7ec6\u8282\u5c5e\u6027\uff0c\u5982\uff1a\u300c\u5409\u4ed6\u4e3a\u6d45\u8272\u6307\u677f\u7684\u7ecf\u5178\u6728\u5236\u6b3e\u5f0f\uff0c\u5149\u7ebf\u67d4\u548c\uff0c\u6e32\u67d3\u51fa\u6e29\u6696\u6c1b\u56f4\u300d\u3002<\/section>\n<\/li>\n<li>\n<section>\u6355\u6349\u7eb9\u7406\u3001\u989c\u8272\u3001\u5149\u5f71\u7b49\u4f4e\u5c42\u4fe1\u606f\uff0c\u589e\u5f3a\u63cf\u8ff0\u7684\u4e30\u5bcc\u6027\u4e0e\u7cbe\u5ea6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>3.\u8003\u8651\u5173\u7cfb\u5c5e\u6027<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63cf\u8ff0\u56fe\u50cf\u4e2d\u5143\u7d20\u4e4b\u95f4\u7684\u4ea4\u4e92\u5173\u7cfb\uff0c\u5982\uff1a\u300c\u5979\u5750\u5728\u5e8a\u4e0a\uff0c\u7b14\u8bb0\u672c\u653e\u5728\u5c0f\u684c\u4e0a\uff0c\u706f\u4e32\u548c\u6302\u9970\u70b9\u7f00\u80cc\u666f\u300d\u3002<\/section>\n<\/li>\n<li>\n<section>\u5f3a\u5316\u5bf9\u7a7a\u95f4\u5e03\u5c40\u4e0e\u8bed\u4e49\u7ed3\u6784\u7684\u5efa\u6a21\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>4.\u68c0\u67e5\u8fb9\u7f18\/\u80cc\u666f\u5185\u5bb9<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4e0d\u5ffd\u7565\u6b21\u8981\u4fe1\u606f\uff0c\u5982\uff1a\u300c\u623f\u95f4\u5185\u6709\u68b3\u5986\u53f0\u3001\u5899\u9762\u88c5\u9970\u7b49\u80cc\u666f\u5143\u7d20\u300d\u3002<\/section>\n<\/li>\n<li>\n<section>\u8865\u5145\u573a\u666f\u8bed\u4e49\uff0c\u5b8c\u5584\u6574\u4f53\u7406\u89e3\u3002<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>5.\u6574\u5408\u4e3a\u8fde\u8d2f\u63cf\u8ff0<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5c06\u4e0a\u8ff0\u89c2\u5bdf\u7edf\u4e00\u7ec4\u7ec7\u4e3a\u4e00\u6bb5\u5b8c\u6574\u3001\u903b\u8f91\u6e05\u6670\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u3002<\/section>\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7 CoD\uff0c\u6a21\u578b\u80fd\u591f\u9010\u6b65\u300c\u6784\u5efa\u56fe\u50cf\u8bed\u4e49\u7ed3\u6784\u300d\uff0c\u5b9e\u73b0\u4ece\u611f\u77e5\u5230\u7406\u89e3\u7684\u98de\u8dc3\uff0c\u663e\u8457\u63d0\u5347\u56fe\u6587\u5bf9\u9f50\u7684\u8d28\u91cf\u4e0e\u903b\u8f91\u6027\u3002<\/p>\n<p><strong>\u7ed3\u6784\u5316\u89e3\u9898\u601d\u8def\uff08Structured Chain-of-Thought, CoT\uff09\uff1a\u8ba9\u6a21\u578b\u300c\u89e3\u9898\u50cf\u5b66\u9738\u4e00\u6837\u300d<\/strong><\/p>\n<p><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>Structured CoT \uff08\u7ed3\u6784\u5316\u601d\u7ef4\u94fe\uff09\u662f\u4e00\u79cd<strong>\u4efb\u52a1\u9a71\u52a8\u7684\u63a8\u7406\u6846\u67b6<\/strong>\uff0c\u652f\u6301\u6a21\u578b\u5728\u9762\u5bf9\u590d\u6742\u95ee\u9898\u65f6\u8fdb\u884c\u5206\u6b65\u63a8\u7406\u3001\u4fe1\u606f\u6574\u5408\u4e0e\u56e0\u679c\u5224\u65ad\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6570\u5b66\u8ba1\u7b97\u3001\u903b\u8f91\u95ee\u7b54\u3001\u8de8\u6a21\u6001\u63a8\u7406\u7b49\u4efb\u52a1\u3002<\/span><\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u4e00\u9053\u51e0\u4f55\u9898\u4e2d\uff0c\u4f20\u7edf\u6a21\u578b\u53ef\u80fd\u76f4\u63a5\u5c1d\u8bd5\u300c\u731c\u6d4b\u7b54\u6848\u300d\uff0c\u800c Structured CoT \u7684\u89e3\u9898\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n<section><strong>1.\u660e\u786e\u4efb\u52a1\u76ee\u6807<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bc6\u522b\u95ee\u9898\u7c7b\u578b\uff0c\u4f8b\u5982\u300c\u6c42\u4e09\u89d2\u5f62\u67d0\u8fb9\u7684\u957f\u5ea6\u300d\u3002<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>2.\u63d0\u53d6\u5173\u952e\u4fe1\u606f<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u76f4\u89d2\u4e09\u89d2\u5f62\u3001\u5782\u7ebf\u3001\u8fb9\u957f\u7b49\u5fc5\u8981\u6761\u4ef6\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3.\u903b\u8f91\u63a8\u7406\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5224\u65ad\u76f8\u4f3c\u4e09\u89d2\u5f62\u5173\u7cfb\uff0c\u5217\u51fa\u6bd4\u4f8b\u516c\u5f0f\u5e76\u4ee3\u5165\u6570\u503c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>4.\u603b\u7ed3\u8ba1\u7b97\u5f97\u89e3<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7\u8ba1\u7b97\u5f97\u51fa\u7b54\u6848\uff0c\u4f8b\u5982\u300c\u9009\u9879 C\u300d\u3002<\/section>\n<\/li>\n<\/ul>\n<p><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>Structured CoT \u8ba9\u6a21\u578b\u5177\u5907\u7c7b\u4eba\u7684\u300c\u89e3\u9898\u80fd\u529b\u300d\uff0c\u4e0d\u4ec5\u80fd\u5904\u7406\u590d\u6742\u7684\u6570\u7406\u4efb\u52a1\uff0c\u8fd8\u80fd\u652f\u6301\u8de8\u6a21\u6001\u56e0\u679c\u63a8\u65ad\uff0c\u5960\u5b9a\u6a21\u578b\u8ba4\u77e5\u7cfb\u7edf\u5316\u7684\u57fa\u7840\u3002<\/span><\/p>\n<p><strong>\u80fd\u529b\u5168\u9762\u8dc3\u5347\uff1aSICOG \u7684\u4e09\u5927\u5173\u952e\u4f18\u52bf<\/strong><\/p>\n<p>\u501f\u52a9 CoD \u548c <span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>Structured CoT\uff0cSICOG \u4e0d\u4ec5\u6784\u5efa\u4e86\u7ed3\u6784\u5316\u7684\u611f\u77e5\u4e0e\u63a8\u7406\u6d41\u7a0b\uff0c\u66f4\u5728\u8bad\u7ec3\u8303\u5f0f\u4e0a\u5b9e\u73b0\u4e86\u6839\u672c\u6027\u7a81\u7834\uff0c\u5177\u5907\u4ee5\u4e0b\u4e09\u5927\u6838\u5fc3\u4f18\u52bf\uff1a<\/span><\/p>\n<section><strong>1.\u663e\u8457\u964d\u4f4e\u5bf9\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u4f9d\u8d56<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4ec5\u9700\u5c11\u91cf\u79cd\u5b50\u6570\u636e\u5373\u53ef\u542f\u52a8\uff0c\u901a\u8fc7\u81ea\u751f\u6210\u6570\u636e\u5faa\u73af\u4f18\u5316\uff0c\u5b9e\u73b0\u5927\u89c4\u6a21\u591a\u6a21\u6001\u6570\u636e\u7684\u300c\u96f6\u6807\u6ce8\u300d\u6269\u5c55\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>2.\u5b9e\u73b0\u52a8\u6001\u8ba4\u77e5\u8fdb\u5316<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u6253\u7834\u4f20\u7edf\u300c\u4e00\u8bad\u5b9a\u7ec8\u8eab\u300d\u7684\u9884\u8bad\u7ec3\u6a21\u5f0f\uff0c\u652f\u6301\u6a21\u578b\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u6301\u7eed\u5b66\u4e60\u3001\u80fd\u529b\u4e0d\u65ad\u5347\u7ea7\uff0c\u5177\u5907\u300c\u7ec8\u8eab\u5b66\u4e60\u300d\u7279\u5f81\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>3.\u611f\u77e5\u4e0e\u63a8\u7406\u4e00\u4f53\u4f18\u5316<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4e0d\u518d\u5c40\u9650\u4e8e\u611f\u77e5\u80fd\u529b\u7684\u63d0\u5347\uff0cSICOG \u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5373\u878d\u5408\u300c\u611f\u77e5 + \u63a8\u7406\u300d\uff0c\u6a21\u62df\u4eba\u7c7b\u8ba4\u77e5\u6d41\u7a0b\uff0c\u4f7f\u6a21\u578b\u5bf9\u56fe\u6587\u3001\u56fe\u95ee\u7b49\u590d\u6742\u4efb\u52a1\u5177\u5907\u66f4\u5f3a\u6cdb\u5316\u4e0e\u5e94\u53d8\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u5b9e\u9a8c\u9a8c\u8bc1\uff1aSICOG \u5b9e\u73b0\u6a21\u578b\u80fd\u529b\u5168\u9762\u63d0\u5347<\/strong><\/p>\n<p>\u4e3a\u4e86\u9a8c\u8bc1 SICOG \u6846\u67b6\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u5728 <strong>12 \u4e2a\u4e3b\u6d41\u591a\u6a21\u6001\u8bc4\u6d4b\u96c6<\/strong>\u4e0a\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u8bc4\u4f30\uff0c\u6db5\u76d6\u56fe\u8868\u7406\u89e3\u3001\u6570\u5b66\u63a8\u7406\u3001\u6297\u5e7b\u89c9\u80fd\u529b\u7b49\u591a\u4e2a\u5173\u952e\u7ef4\u5ea6\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSICOG \u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u7efc\u5408\u8868\u73b0\uff0c\u5177\u4f53\u6210\u679c\u5982\u4e0b\uff1a<\/p>\n<section>\u7efc\u5408\u6027\u80fd\u7a33\u6b65\u63d0\u5347<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728\u6574\u4f53\u8bc4\u6d4b\u4e2d\uff0c\u6a21\u578b\u5e73\u5747\u8868\u73b0\u63d0\u5347 <strong>2%\u20134%<\/strong>\uff1b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u5c24\u5176\u5728\u4f9d\u8d56\u591a\u6b65\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\u8868\u73b0\u7a81\u51fa\uff0c\u5982 <strong>ScienceQA<\/strong>\uff0c\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u903b\u8f91\u63a8\u7406\u4e0e\u8de8\u6a21\u6001\u7406\u89e3\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5e7b\u89c9\u63a7\u5236\u80fd\u529b\u589e\u5f3a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728 <strong>POPE <\/strong>\u7b49\u6297\u5e7b\u89c9\u8bc4\u6d4b\u4e2d\uff0c\u6a21\u578b\u9519\u8bef\u7387\u4e0b\u964d\u4e86 1%\u20132%\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u81ea\u751f\u6210\u6570\u636e\u63a8\u52a8\u6301\u7eed\u8fdb\u5316<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u968f\u7740\u81ea\u751f\u6210\u6570\u636e\u91cf\u4ece <strong>11.8 \u4e07\u6761\u63d0\u5347\u81f3 21.3 \u4e07\u6761<\/strong>\uff0c\u6a21\u578b\u6027\u80fd\u6301\u7eed\u4e0a\u5347\uff0c\u5448\u73b0\u51fa\u826f\u597d\u7684\u6269\u5c55\u6027\u4e0e\u5b66\u4e60\u80fd\u529b\uff1b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u8868\u660e SICOG \u7684\u300c\u81ea\u6211\u8fdb\u5316\u673a\u5236\u300d\u4e0d\u4ec5\u53ef\u884c\uff0c\u800c\u4e14\u5177\u5907\u9ad8\u5ea6\u53ef\u6269\u5c55\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8d85\u8d8a\u4e3b\u6d41\u9884\u8bad\u7ec3\u65b9\u6cd5<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>SICOG \u5728\u591a\u4e2a\u4efb\u52a1\u4e2d\u8868\u73b0\u751a\u81f3<strong>\u8d85\u8fc7\u4e86\u4e3b\u6d41\u7684 strong-to-weak distillation \u548c multi-agent collaboration \u65b9\u6cd5\uff1b<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b0b542a89311059663ff47515f0d5432.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b0b542a89311059663ff47515f0d5432.png\"><\/a><\/section>\n<p>\u5b9e\u9a8c\u8fd8\u8868\u660e\uff0c<strong>\u57fa\u7840\u6a21\u578b\u6027\u80fd\u8d8a\u5f3a\uff0c\u5176\u5728\u81ea\u6211\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u7684\u80fd\u529b\u63d0\u5347\u4e5f\u8d8a\u663e\u8457<\/strong>\u3002\u4f8b\u5982\uff0cLLaVA-Qwen2-7B-UHD \u76f8\u8f83\u4e8e LLaVA-Llama3.1-8B-UHD\uff0c\u6027\u80fd\u63d0\u5347\u5e45\u5ea6\u9ad8\u51fa\u7ea6 <strong>50%<\/strong>\u3002\u8fd9\u8868\u660e\uff1a<strong>\u5f3a\u5927\u7684\u57fa\u7840\u80fd\u529b\u4e0d\u4ec5\u51b3\u5b9a\u6a21\u578b\u7684\u521d\u59cb\u8868\u73b0\uff0c\u66f4\u663e\u8457\u589e\u5f3a\u5176\u540e\u7eed\u81ea\u5b66\u4e60\u4e0e\u4f18\u5316\u80fd\u529b\u3002<\/strong><\/p>\n<p>\u8fd9\u4e00\u73b0\u8c61\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u5b66\u4e60\u4e2d\u7684\u300c<strong>\u9a6c\u592a\u6548\u5e94<\/strong>\u300d\u2014\u2014\u300c\u5b66\u9738\u66f4\u4f1a\u81ea\u5b66\u300d\u3002\u5177\u5907\u66f4\u4f18\u521d\u59cb\u7ed3\u6784\u4e0e\u77e5\u8bc6\u8868\u793a\u7684\u6a21\u578b\uff0c\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5229\u7528\u6570\u636e\u3001\u6fc0\u53d1\u6f5c\u529b\uff0c\u5728\u6301\u7eed\u8fdb\u5316\u4e2d\u53d6\u5f97\u66f4\u5927\u8fdb\u6b65\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-83f58d94e73bac6a6279f19387d3b1fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-83f58d94e73bac6a6279f19387d3b1fb.png\"><\/a><\/section>\n<p>\u7814\u7a76\u8fdb\u4e00\u6b65\u8868\u660e\uff0c<strong>\u57fa\u4e8e\u5408\u6210\u6570\u636e\u7684\u9884\u8bad\u7ec3\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u57fa\u7840\u8ba4\u77e5\u80fd\u529b<\/strong>\uff0c\u4ece\u800c\u5f3a\u5316\u4e86\u540e\u7eed\u5fae\u8c03\u6548\u679c\u3002\u8fd9\u4e00\u7ed3\u679c\u518d\u6b21\u9a8c\u8bc1\u4e86\uff1a<strong>\u9884\u8bad\u7ec3\u3001\u63a8\u7406\u9636\u6bb5\u7684\u8ba1\u7b97\u6269\u5c55\u4e0e\u540e\u8bad\u7ec3\u4f18\u5316\u4e09\u8005\u4e4b\u95f4\u5b58\u5728\u9ad8\u5ea6\u534f\u540c\u5173\u7cfb<\/strong>\u3002\u53ea\u6709\u6253\u901a\u8fd9\u4e09\u73af\u8282\uff0c\u624d\u80fd\u5b9e\u73b0\u6a21\u578b\u80fd\u529b\u7684\u6301\u7eed\u8dc3\u5347\u4e0e\u9ad8\u6548\u8fdb\u5316\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-edb10a904b111c9223377d9e60d07d25.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-edb10a904b111c9223377d9e60d07d25.png\"><\/a><\/section>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u53d1\u73b0\uff0c<strong>SICOG \u751f\u6210\u7684\u5408\u6210\u6570\u636e\u540c\u6837\u9075\u5faa\u89c4\u6a21\u6cd5\u5219\uff08scaling law\uff09<\/strong>\uff1a\u6a21\u578b\u80fd\u529b\u968f\u7740\u6570\u636e\u91cf\u7684\u589e\u52a0\u6301\u7eed\u63d0\u5347\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86\u81ea\u751f\u6210\u6570\u636e\u5728\u6a21\u578b\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u7684\u6709\u6548\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9aa84fcdbe0c400e6c1fad35bb9763af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9aa84fcdbe0c400e6c1fad35bb9763af.png\"><\/a><\/section>\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u53d8\u4f53\u65b9\u6cd5\uff1a<strong>\u5728\u7b2c\u4e00\u9636\u6bb5\u7684\u540e\u8bad\u7ec3\u589e\u5f3a\u4e2d\uff0c\u4ee5\u504f\u597d\u5b66\u4e60\uff08Preference Learning\uff09\u66ff\u4ee3\u4f20\u7edf\u7684\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/strong>\uff0c\u4ee5\u8fdb\u4e00\u6b65\u5f3a\u5316\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c<strong>\u504f\u597d\u5b66\u4e60\u5728\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u65b9\u9762\u4f18\u4e8e SFT<\/strong>\uff0c\u5c24\u5176\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u8868\u73b0\u66f4\u4e3a\u7a33\u5065\u3002\u8fd9\u4e00\u7ed3\u679c\u4ece\u5b9e\u8bc1\u5c42\u9762\u9a8c\u8bc1\u4e86\u957f\u671f\u4ee5\u6765\u7684\u89c2\u70b9\uff1a<strong>\u5f3a\u5316\u5b66\u4e60\u8303\u5f0f\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u76f8\u8f83\u4e8e\u76d1\u7763\u5fae\u8c03\u66f4\u5177\u4f18\u52bf\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4816ccca5663d6b036032ad639c2b96c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4816ccca5663d6b036032ad639c2b96c.png\"><\/a><\/section>\n<p><strong>\u7ec6\u7c92\u5ea6\u56fe\u50cf\u611f\u77e5\u80fd\u529b\u663e\u8457\u589e\u5f3a<\/strong>\uff0c\u5728\u7ec6\u8282\u8bc6\u522b\u4e0e\u5173\u7cfb\u5c5e\u6027\u6355\u6349\u65b9\u9762\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u4e0e\u9c81\u68d2\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e71912211c1f884246837c4314396c0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e71912211c1f884246837c4314396c0d.png\"><\/a><\/section>\n<p><strong>\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u663e\u8457\u63d0\u5347\u3002<\/strong><\/p>\n<p><strong>\u5c55\u671b\uff1a\u9884\u8bad\u7ec3\u7684\u65b0\u8fb9\u7586 \u2014\u2014 \u4ece\u9759\u6001\u8bad\u7ec3\u5230\u52a8\u6001\u8fdb\u5316<\/strong><\/p>\n<p>SICOG \u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u6db5\u76d6\u300c<strong>\u6570\u636e\u751f\u6210 \u2192 \u6a21\u578b\u8bad\u7ec3 \u2192 \u80fd\u529b\u8fdb\u5316<\/strong>\u300d\u7684\u95ed\u73af\u4f53\u7cfb\uff0c\u7a81\u7834\u4e86\u4f20\u7edf\u9884\u8bad\u7ec3\u5bf9\u9ad8\u8d28\u91cf\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\uff0c\u5c55\u73b0\u51fa\u7c7b\u4eba\u8ba4\u77e5\u53d1\u5c55\u7684\u6f5c\u529b\u3002\u8be5\u6846\u67b6\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u6a21\u578b\u7684<strong>\u81ea\u6211\u5b66\u4e60\u4e0e\u6301\u7eed\u4f18\u5316<\/strong>\uff0c\u4e5f\u4e3a\u8fc8\u5411\u771f\u6b63<strong>\u81ea\u4e3b\u5b66\u4e60\u578b\u667a\u80fd\u4f53<\/strong>\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n<p>\u5728\u5f53\u524d\u7814\u7a76\u4e2d\uff0cSICOG \u901a\u8fc7\u5f15\u5165 <strong>Chain-of-Description\uff08CoD\uff09<\/strong>\u5e76\u914d\u5408 <span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'><strong>Structured\u00a0<\/strong><\/span><strong>Chain-of-Thought\uff08<\/strong><span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: justify;margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'><strong>Structured CoT\uff09<\/strong><\/span>\u7684\u63a8\u7406\u673a\u5236\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u591a\u6a21\u6001\u6a21\u578b\u7684<strong>\u611f\u77e5\u4e0e\u63a8\u7406\u80fd\u529b<\/strong>\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u8fdb\u5c55\u4ecd\u53ea\u662f\u901a\u5411<strong>\u5b8c\u5168\u81ea\u4e3b\u5b66\u4e60<\/strong>\u7684\u8d77\u70b9\u3002<\/p>\n<p>\u672a\u6765\uff0c\u82e5\u80fd\u8fdb\u4e00\u6b65\u5f15\u5165<strong>\u73af\u5883\u53cd\u9988\u673a\u5236<\/strong>\uff08\u5982\u5177\u8eab\u667a\u80fd\u573a\u666f\uff09\u4e0e<strong>\u6301\u7eed\u4f18\u5316\u673a\u5236\uff0c<\/strong>\u6a21\u578b\u5c06\u6709\u671b\u5177\u5907\u7ec8\u8eab\u5b66\u4e60\u7684\u80fd\u529b\uff0c\u5b9e\u73b0\u4ece\u300c\u88ab\u52a8\u5b66\u4e60\u300d\u5411\u300c\u4e3b\u52a8\u6210\u957f\u300d\u7684\u8dc3\u8fc1\u3002\u5728\u4e0e\u73af\u5883\u7684\u6301\u7eed\u4ea4\u4e92\u4e2d\uff0c\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u5229\u7528\u81ea\u8eab\u751f\u6210\u7684\u6570\u636e\u8fdb\u884c\u81ea\u6211\u4f18\u5316\uff0c\u66f4\u80fd\u591f\u4e3b\u52a8<strong>\u8bc6\u522b\u77e5\u8bc6\u76f2\u533a\u3001\u52a8\u6001\u8c03\u6574\u5b66\u4e60\u7b56\u7565<\/strong>\uff0c\u4ece\u800c\u5728\u590d\u6742\u4efb\u52a1\u4e0e\u591a\u53d8\u73af\u5883\u4e2d\u4e0d\u65ad\u8fdb\u5316\u3001\u6301\u7eed\u63d0\u5347\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-11-8\" target=\"_blank\">\u4f20\u7edf\u9884\u8bad\u7ec3\u6b63\u8d70\u5411\u7ec8\u7ed3\uff0c\u63a8\u7406\u4f18\u5316\u4e0e\u540e\u8bad\u7ec3\u63d0\u5347\u6709\u9650\uff0c\u5927\u6a21\u578b\u4eca\u540e\u5982\u4f55\u7a81\u7834\u53d1\u5c55\u74f6\u9888\uff1f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4f20\u7edf\u9884\u8bad\u7ec3\u6b63\u8d70\u5411\u7ec8\u7ed3\uff0c [&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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