{"id":39236,"date":"2025-03-06T04:01:39","date_gmt":"2025-03-05T20:01:39","guid":{"rendered":"https:\/\/17aitech.com\/?p=39236"},"modified":"2025-03-06T04:01:39","modified_gmt":"2025-03-05T20:01:39","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88qwen%e8%83%bd%e8%87%aa%e6%88%91%e6%94%b9%e8%bf%9b%e6%8e%a8%e7%90%86%ef%bc%8cllama%e5%8d%b4%e4%b8%8d%e8%a1%8c%ef%bc%9f%e6%96%af%e5%9d%a6%e7%a6%8f%e6%89%be%e5%88%b0%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39236","title":{"rendered":"\u4e3a\u4ec0\u4e48Qwen\u80fd\u81ea\u6211\u6539\u8fdb\u63a8\u7406\uff0cLlama\u5374\u4e0d\u884c\uff1f\u65af\u5766\u798f\u627e\u5230\u4e86\u539f\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-05-9\" target=\"_blank\">\u4e3a\u4ec0\u4e48Qwen\u80fd\u81ea\u6211\u6539\u8fdb\u63a8\u7406\uff0cLlama\u5374\u4e0d\u884c\uff1f\u65af\u5766\u798f\u627e\u5230\u4e86\u539f\u7406<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"53\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u867d\u7136 Qwen\u300c\u5929\u751f\u300d\u5c31\u4f1a\u68c0\u67e5\u81ea\u5df1\u7684\u7b54\u6848\u5e76\u4fee\u6b63\u9519\u8bef\u3002\u4f46\u627e\u5230\u539f\u7406\u4e4b\u540e\uff0c\u6211\u4eec\u4e5f\u80fd\u8ba9 Llama \u5b66\u4f1a\u81ea\u6211\u6539\u8fdb\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u7ed9\u5230\u989d\u5916\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u300c\u601d\u8003\u300d\u65f6\u95f4\uff0c\u4e3a\u4ec0\u4e48\u6709\u7684\u6a21\u578b\u80fd\u597d\u597d\u5229\u7528\uff0c\u628a\u6027\u80fd\u63d0\u5347\u4e00\u5927\u622a\uff0c\u800c\u6709\u7684\u6a21\u578b\u5c31\u4e0d\u884c\uff1f<\/section>\n<section><\/section>\n<section>\u5f53\u9047\u5230\u56f0\u96be\u95ee\u9898\u65f6\uff0c\u4eba\u7c7b\u4f1a\u82b1\u65f6\u95f4\u6df1\u5165\u601d\u8003\u4ee5\u627e\u5230\u89e3\u51b3\u65b9\u6848\u3002\u5728 AI \u9886\u57df\uff0c\u6700\u8fd1\u7684\u4e00\u4e9b\u5927\u8bed\u8a00\u6a21\u578b\u5728\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u81ea\u6211\u6539\u8fdb\u8bad\u7ec3\u65f6\uff0c\u4e5f\u5df2\u7ecf\u5f00\u59cb\u8868\u73b0\u51fa\u7c7b\u4f3c\u7684\u63a8\u7406\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u5728\u540c\u6837\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e0b\uff0c\u4e0d\u540c\u6a21\u578b\u81ea\u6211\u6539\u8fdb\u7684\u80fd\u529b\u5374\u5b58\u5728\u5f88\u5927\u5dee\u5f02\u3002\u6bd4\u5982\u5728\u4e00\u4e2a\u6e38\u620f\u4e2d\uff0cQwen-2.5-3B \u7684\u81ea\u6211\u6539\u8fdb\u80fd\u529b\u8fdc\u8fdc\u8d85\u8fc7 Llama-3.2-3B\uff08\u4e24\u4e2a\u6a21\u578b\u521d\u59cb\u90fd\u5f88\u5dee\uff0c\u4f46\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7ed3\u675f\u540e\uff0cQwen \u8fbe\u5230\u7ea6 60% \u7684\u51c6\u786e\u7387\uff0cLlama \u53ea\u6709 30%\uff09\u3002\u8fd9\u662f\u4ec0\u4e48\u539f\u56e0\uff1f \u00a0<\/section>\n<section><\/section>\n<section>\u5728\u6700\u8fd1\u65af\u5766\u798f\u5927\u5b66\u63d0\u4ea4\u7684\u4e00\u9879\u5de5\u4f5c\u4e2d\uff0c\u5927\u6a21\u578b\u81ea\u6211\u6539\u8fdb\u80fd\u529b\u80cc\u540e\u7684\u673a\u5236\u88ab\u6316\u6398\u4e86\u51fa\u6765\u3002\u8be5\u7814\u7a76\u91cd\u70b9\u5173\u6ce8\u7684\u662f\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u4e2d\u5173\u952e\u7684<strong>\u8ba4\u77e5\u884c\u4e3a<\/strong>\u7684\u5b58\u5728\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ded42377f77429b8965dcd0a16e48859.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ded42377f77429b8965dcd0a16e48859.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aCognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.01307<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u9879\u7814\u7a76\u4e00\u53d1\u5e03\u5c31\u5f15\u6765\u4f17\u591a\u8ba8\u8bba\uff0c\u6bd4\u5982 Synth Labs CEO \u8ba4\u4e3a\u8fd9\u4e2a\u53d1\u73b0\u975e\u5e38\u6fc0\u52a8\u4eba\u5fc3\uff0c\u56e0\u4e3a\u5176\u53ef\u88ab\u6574\u5408\u8fdb\u4efb\u4f55\u6a21\u578b\u4e2d\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-82858c8db6195bf2cca7807c7fda79d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-82858c8db6195bf2cca7807c7fda79d1.png\"><\/a><\/section>\n<section>\u4f5c\u8005\u5c06\u7814\u7a76\u91cd\u70b9\u653e\u5728\u4e24\u4e2a\u57fa\u7840\u6a21\u578b \u2014\u2014Qwen-2.5-3B \u548c Llama-3.2-3B \u4e0a\uff0c\u5f53\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u5bf9 Countdown \u6e38\u620f\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u5b83\u4eec\u4e4b\u95f4\u663e\u793a\u51fa\u660e\u663e\u7684\u5dee\u5f02 \u2014\u2014Qwen \u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u5927\u5e45\u63d0\u9ad8\uff0cLlama2 \u5728\u76f8\u540c\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5374\u63d0\u5347\u6709\u9650\u3002\u8bed\u8a00\u6a21\u578b\u7684\u54ea\u4e9b\u5c5e\u6027\u5e26\u6765\u4e86\u8fd9\u79cd\u4e0d\u540c\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7cfb\u7edf\u5730\u7814\u7a76\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f5c\u8005\u5f00\u53d1\u4e86\u4e00\u4e2a\u6846\u67b6\u6765\u5206\u6790\u5bf9\u89e3\u51b3\u95ee\u9898\u6709\u7528\u7684\u8ba4\u77e5\u884c\u4e3a\uff0c\u5176\u4e2d\u63cf\u8ff0\u4e86\u56db\u79cd\u5173\u952e\u7684\u8ba4\u77e5\u884c\u4e3a\uff1a\u9a8c\u8bc1\uff08\u7cfb\u7edf\u9519\u8bef\u68c0\u67e5\uff09\u3001\u56de\u6eaf\uff08\u653e\u5f03\u5931\u8d25\u7684\u65b9\u6cd5\uff09\u3001\u5b50\u76ee\u6807\u8bbe\u5b9a\uff08\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\uff09\u548c\u9006\u5411\u601d\u8003\uff08\u4ece\u671f\u671b\u7ed3\u679c\u63a8\u7406\u5230\u521d\u59cb\u8f93\u5165\uff09\u3002\u8fd9\u4e9b\u884c\u4e3a\u53cd\u6620\u4e86\u4e13\u5bb6\u7ea7\u95ee\u9898\u89e3\u51b3\u8005\u5904\u7406\u56f0\u96be\u4efb\u52a1\u7684\u65b9\u5f0f \u2014\u2014 \u6570\u5b66\u5bb6\u4f1a\u9a8c\u8bc1\u8bc1\u660e\u7684\u6bcf\u4e2a\u6b65\u9aa4\u3001\u9047\u5230\u77db\u76fe\u65f6\u56de\u6eaf\u4ee5\u53ca\u5c06\u590d\u6742\u5b9a\u7406\u5206\u89e3\u4e3a\u66f4\u7b80\u5355\u7684\u5f15\u7406\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e191b76a5a630ec2c8477a014f176336.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e191b76a5a630ec2c8477a014f176336.png\"><\/a><\/section>\n<section>\u521d\u6b65\u5206\u6790\u8868\u660e\uff0cQwen \u81ea\u7136\u5730\u8868\u73b0\u51fa\u4e86\u8fd9\u4e9b\u63a8\u7406\u884c\u4e3a\uff0c\u7279\u522b\u662f\u9a8c\u8bc1\u548c\u56de\u6eaf\uff0c\u800c Llama \u5219\u7f3a\u4e4f\u8fd9\u4e9b\u884c\u4e3a\u3002\u4ece\u8fd9\u4e9b\u89c2\u5bdf\u4e2d\u4f5c\u8005\u5f97\u51fa\u4e86\u6838\u5fc3\u5047\u8bbe\uff1a\u521d\u59cb\u7b56\u7565\u4e2d\u7684\u67d0\u4e9b\u63a8\u7406\u884c\u4e3a\u5bf9\u4e8e\u901a\u8fc7\u6269\u5c55\u63a8\u7406\u5e8f\u5217\u6709\u6548\u5229\u7528\u589e\u52a0\u7684\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\uff08test-time compute\uff09\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c<strong>AI \u6a21\u578b\u8981\u60f3\u5728\u6709\u66f4\u591a\u65f6\u95f4\u601d\u8003\u65f6\u771f\u6b63\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u5fc5\u987b\u5148\u5177\u5907\u4e00\u4e9b\u57fa\u672c\u7684\u601d\u8003\u80fd\u529b\uff08\u6bd4\u5982\u68c0\u67e5\u9519\u8bef\u3001\u9a8c\u8bc1\u7ed3\u679c\u7684\u4e60\u60ef\uff09\u3002\u5982\u679c\u6a21\u578b\u4e00\u5f00\u59cb\u5c31\u4e0d\u4f1a\u8fd9\u4e9b\u57fa\u672c\u601d\u8003\u65b9\u6cd5\uff0c\u5373\u4f7f\u7ed9\u5b83\u518d\u591a\u7684\u601d\u8003\u65f6\u95f4\u548c\u8ba1\u7b97\u8d44\u6e90\uff0c\u5b83\u4e5f\u65e0\u6cd5\u6709\u6548\u5229\u7528\u8fd9\u4e9b\u8d44\u6e90\u6765\u63d0\u9ad8\u81ea\u5df1\u7684\u8868\u73b0\u3002<\/strong>\u8fd9\u5c31\u50cf\u4eba\u7c7b\u5b66\u4e60\u4e00\u6837 \u2014\u2014 \u5982\u679c\u4e00\u4e2a\u5b66\u751f\u4e0d\u5177\u5907\u57fa\u672c\u7684\u81ea\u6211\u68c0\u67e5\u548c\u7ea0\u9519\u80fd\u529b\uff0c\u5355\u7eaf\u7ed9\u4ed6\u66f4\u591a\u7684\u8003\u8bd5\u65f6\u95f4\u4e5f\u4e0d\u4f1a\u8ba9\u4ed6\u7684\u6210\u7ee9\u6709\u663e\u8457\u63d0\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u53c8\u901a\u8fc7\u5bf9\u521d\u59cb\u6a21\u578b\u8fdb\u884c\u5e72\u9884\u6765\u68c0\u9a8c\u8fd9\u4e00\u5047\u8bbe\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u4ed6\u4eec\u53d1\u73b0\uff0c\u901a\u8fc7\u7528\u5305\u542b\u8fd9\u4e9b\u884c\u4e3a\uff08\u5c24\u5176\u662f\u56de\u6eaf\uff09\u7684\u4eba\u5de5\u5408\u6210\u63a8\u7406\u8f68\u8ff9\u5bf9 Llama \u8fdb\u884c\u5f15\u5bfc\uff0c\u53ef\u4ee5\u4f7f\u5176\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u8868\u73b0\u5927\u5e45\u6539\u5584\uff0c\u751a\u81f3\u80fd\u8fbe\u5230\u4e0e Qwen \u76f8\u5f53\u7684\u6027\u80fd\u63d0\u5347\u3002\u5176\u6b21\uff0c\u5373\u4f7f\u8fd9\u4e9b\u5f15\u5bfc\u7528\u7684\u63a8\u7406\u8f68\u8ff9\u5305\u542b\u9519\u8bef\u7b54\u6848\uff0c\u53ea\u8981\u5b83\u4eec\u5c55\u73b0\u51fa\u6b63\u786e\u7684\u63a8\u7406\u6a21\u5f0f\uff0cLlama \u4f9d\u7136\u80fd\u53d6\u5f97\u8fdb\u6b65\u3002\u8fd9\u8868\u660e\uff0c\u63a8\u7406\u884c\u4e3a\u7684\u5b58\u5728\uff0c\u800c\u4e0d\u662f\u6b63\u786e\u7b54\u6848\u672c\u8eab\uff0c\u624d\u662f\u5b9e\u73b0\u6210\u529f\u81ea\u6211\u6539\u8fdb\u7684\u5173\u952e\u56e0\u7d20\u3002\u6700\u540e\uff0c\u4ed6\u4eec\u4ece OpenWebMath \u6570\u636e\u96c6\u4e2d\u7b5b\u9009\u51fa\u5f3a\u8c03\u8fd9\u4e9b\u63a8\u7406\u884c\u4e3a\u7684\u5185\u5bb9\uff0c\u7528\u4e8e\u5bf9 Llama \u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u6709\u9488\u5bf9\u6027\u7684\u9884\u8bad\u7ec3\u6570\u636e\u8c03\u6574\u80fd\u591f\u6210\u529f\u8bf1\u5bfc\u51fa\u9ad8\u6548\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\u6240\u9700\u7684\u63a8\u7406\u884c\u4e3a\u6a21\u5f0f \u2014\u2014Llama \u7684\u6027\u80fd\u63d0\u5347\u8f68\u8ff9\u4e0e Qwen \u4e00\u81f4\u3002<\/section>\n<section><\/section>\n<section><strong>\u8fd9\u9879\u7814\u7a76\u63ed\u793a\u4e86\u6a21\u578b\u7684\u521d\u59cb\u63a8\u7406\u884c\u4e3a\u4e0e\u5176\u81ea\u6211\u6539\u8fdb\u80fd\u529b\u4e4b\u95f4\u5b58\u5728\u7d27\u5bc6\u8054\u7cfb\u3002\u8fd9\u79cd\u8054\u7cfb\u6709\u52a9\u4e8e\u89e3\u91ca\u4e3a\u4ec0\u4e48\u6709\u4e9b\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u627e\u5230\u6709\u6548\u5229\u7528\u989d\u5916\u8ba1\u7b97\u8d44\u6e90\u7684\u65b9\u6cd5\uff0c\u800c\u53e6\u4e00\u4e9b\u6a21\u578b\u5219\u505c\u6ede\u4e0d\u524d\u3002<\/strong>\u7406\u89e3\u8fd9\u4e9b\u52a8\u6001\u53d8\u5316\u53ef\u80fd\u662f\u5f00\u53d1\u80fd\u591f\u663e\u8457\u63d0\u5347\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u7684 AI \u7cfb\u7edf\u7684\u5173\u952e\u3002<\/section>\n<section><\/section>\n<section><strong>\u5982\u4f55\u8ba9 AI \u5b66\u4f1a\u81ea\u6211\u6539\u8fdb\uff1f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u53c2\u4e0e\u5bf9\u6bd4\u7684\u6a21\u578b\uff1aQwen-2.5-3B \u548c Llama-3.2-3B<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u5f00\u59cb\u4e8e\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8bb6\u7684\u89c2\u5bdf\u7ed3\u679c\uff1a\u89c4\u6a21\u76f8\u5f53\u4f46\u6765\u81ea\u4e0d\u540c\u5bb6\u65cf\u7684\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8868\u73b0\u51fa\u5dee\u5f02\u5de8\u5927\u7684\u63d0\u5347\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>Countdown \u6e38\u620f\u4f5c\u4e3a\u4e3b\u8981\u6d4b\u8bd5\u5e73\u53f0 \u2014\u2014 \u8fd9\u662f\u4e00\u4e2a\u6570\u5b66\u96be\u9898\uff0c\u73a9\u5bb6\u5fc5\u987b\u4f7f\u7528\u56db\u79cd\u57fa\u672c\u7b97\u672f\u8fd0\u7b97\uff08+\u3001\u2212\u3001\u00d7\u3001\u00f7\uff09\u7ec4\u5408\u4e00\u7ec4\u8f93\u5165\u6570\u5b57\u4ee5\u8fbe\u5230\u76ee\u6807\u6570\u5b57\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u6570\u5b57 25\u300130\u30013\u30014 \u548c\u76ee\u6807 32\uff0c\u73a9\u5bb6\u9700\u8981\u901a\u8fc7\u4e00\u7cfb\u5217\u64cd\u4f5c\u5c06\u8fd9\u4e9b\u6570\u5b57\u7ec4\u5408\u8d77\u6765\uff0c\u5f97\u5230\u7cbe\u786e\u7684 32\uff1a(30 \u2212 25 + 3) \u00d7 4\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u9009\u62e9 Countdown \u8fdb\u884c\u5206\u6790\u662f\u56e0\u4e3a\u5b83\u9700\u8981\u6570\u5b66\u63a8\u7406\u3001\u89c4\u5212\u548c\u641c\u7d22\u7b56\u7565\u3002\u4e0e\u66f4\u590d\u6742\u7684\u9886\u57df\u4e0d\u540c\uff0cCountdown \u63d0\u4f9b\u4e86\u4e00\u4e2a\u53d7\u9650\u7684\u641c\u7d22\u7a7a\u95f4\uff0c\u4f7f\u5f97\u53ef\u884c\u7684\u5206\u6790\u6210\u4e3a\u53ef\u80fd\uff0c\u540c\u65f6\u4ecd\u7136\u9700\u8981\u590d\u6742\u7684\u63a8\u7406\u3002\u6b64\u5916\uff0c\u4e0e\u5176\u4ed6\u6570\u5b66\u4efb\u52a1\u76f8\u6bd4\uff0cCountdown \u6e38\u620f\u4e2d\u7684\u6210\u529f\u66f4\u4f9d\u8d56\u4e8e\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u800c\u975e\u6570\u5b66\u77e5\u8bc6\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4f7f\u7528\u4e24\u4e2a\u57fa\u7840\u6a21\u578b\u6765\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u5bb6\u65cf\u4e4b\u95f4\u7684\u5b66\u4e60\u5dee\u5f02\uff1aQwen-2.5-3B \u548c Llama-3.2-3B\u3002\u5f3a\u5316\u5b66\u4e60\u5b9e\u9a8c\u57fa\u4e8e VERL \u5e93\uff0c\u5229\u7528 TinyZero \u5b9e\u73b0\u3002\u4ed6\u4eec\u4f7f\u7528 PPO \u65b9\u6cd5\u8bad\u7ec3\u6a21\u578b 250 \u6b65\uff0c\u6bcf\u4e2a\u63d0\u793a\u91c7\u6837 4 \u4e2a\u8f68\u8ff9\u3002\u9009\u62e9 PPO \u800c\u975e GRPO \u548c REINFORCE \u7b49\u66ff\u4ee3\u65b9\u6848\uff0c\u662f\u56e0\u4e3a\u5b83\u5728\u5404\u79cd\u8d85\u53c2\u6570\u8bbe\u7f6e\u4e0b\u8868\u73b0\u51fa\u66f4\u4f18\u7684\u7a33\u5b9a\u6027\uff0c\u5c3d\u7ba1\u5404\u7b97\u6cd5\u7684\u6027\u80fd\u975e\u5e38\u76f8\u4f3c\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u63ed\u793a\u4e86\u622a\u7136\u4e0d\u540c\u7684\u5b66\u4e60\u8f68\u8ff9\u3002\u5c3d\u7ba1\u8fd9\u4e24\u79cd\u6a21\u578b\u5728\u4efb\u52a1\u5f00\u59cb\u65f6\u8868\u73b0\u76f8\u4f3c\uff0c\u5f97\u5206\u90fd\u5f88\u4f4e\uff0c\u4f46 Qwen \u5728\u7b2c 30 \u6b65\u5de6\u53f3\u8868\u73b0\u51fa\u8d28\u7684\u98de\u8dc3\uff0c\u7279\u70b9\u662f\u54cd\u5e94\u660e\u663e\u53d8\u957f\u4e14\u51c6\u786e\u6027\u63d0\u9ad8\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002\u5230\u8bad\u7ec3\u7ed3\u675f\u65f6\uff0cQwen \u8fbe\u5230\u4e86\u7ea6 60% \u7684\u51c6\u786e\u7387\uff0c\u5927\u5927\u8d85\u8fc7 Llama \u7684 30%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1c739705ec1c30c5027edfbde0fe60f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1c739705ec1c30c5027edfbde0fe60f7.png\"><\/a><\/section>\n<section>\u5728\u8bad\u7ec3\u540e\u671f\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230 Qwen \u884c\u4e3a\u7684\u4e00\u4e2a\u6709\u8da3\u53d8\u5316\uff1a\u6a21\u578b\u4ece\u8bed\u8a00\u4e2d\u7684\u663e\u5f0f\u9a8c\u8bc1\u8bed\u53e5\u300c8*35 \u662f 280\uff0c\u592a\u9ad8\u4e86\u300d\u8fc7\u6e21\u5230\u9690\u5f0f\u89e3\u51b3\u65b9\u6848\u68c0\u67e5\uff0c\u6a21\u578b\u4f9d\u6b21\u5c1d\u8bd5\u4e0d\u540c\u7684\u89e3\uff0c\u76f4\u5230\u627e\u5230\u6b63\u786e\u7684\u7b54\u6848\uff0c\u800c\u4e0d\u4f7f\u7528\u6587\u5b57\u6765\u8bc4\u4f30\u81ea\u5df1\u7684\u5de5\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u5bf9\u6bd4\u5f15\u51fa\u4e86\u4e00\u4e2a\u57fa\u672c\u95ee\u9898\uff1a\u54ea\u4e9b\u6f5c\u5728\u7684\u80fd\u529b\u80fd\u591f\u6210\u529f\u5730\u5b9e\u73b0\u57fa\u4e8e\u63a8\u7406\u7684\u6539\u8fdb\uff1f\u8981\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u9700\u8981\u4e00\u4e2a\u7cfb\u7edf\u7684\u6846\u67b6\u6765\u5206\u6790\u8ba4\u77e5\u884c\u4e3a\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u5206\u6790\u8ba4\u77e5\u884c\u4e3a\u7684\u6846\u67b6\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7406\u89e3\u8fd9\u4e9b\u4e0d\u540c\u7684\u5b66\u4e60\u8f68\u8ff9\uff0c\u7814\u7a76\u8005\u5f00\u53d1\u4e86\u4e00\u4e2a\u6846\u67b6\u6765\u8bc6\u522b\u548c\u5206\u6790\u6a21\u578b\u8f93\u51fa\u4e2d\u7684\u5173\u952e\u884c\u4e3a\u3002\u4ed6\u4eec\u91cd\u70b9\u5173\u6ce8\u56db\u79cd\u57fa\u672c\u884c\u4e3a\uff1a\u00a0<\/section>\n<section><\/section>\n<section>1\u3001\u56de\u6eaf\u6216\u5728\u68c0\u6d4b\u5230\u9519\u8bef\u65f6\u663e\u5f0f\u4fee\u6539\u65b9\u6cd5\uff08\u4f8b\u5982\uff0c\u300c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e0d\u901a\uff0c\u56e0\u4e3a&#8230;\u300d\uff09\uff1b<\/section>\n<section>2\u3001\u9a8c\u8bc1\u6216\u7cfb\u7edf\u5730\u68c0\u67e5\u4e2d\u95f4\u7ed3\u679c\uff08\u4f8b\u5982\uff0c\u300c\u8ba9\u6211\u4eec\u901a\u8fc7&#8230; \u6765\u9a8c\u8bc1\u8fd9\u4e2a\u7ed3\u679c\u300d\uff09\uff1b<\/section>\n<section>3\u3001\u5b50\u76ee\u6807\u8bbe\u5b9a\uff0c\u5373\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u6b65\u9aa4\uff08\u4f8b\u5982\uff0c\u300c\u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981&#8230;\u300d\uff09\uff1b<\/section>\n<section>4\u3001\u9006\u5411\u601d\u8003\uff0c\u5373\u5728\u76ee\u6807\u5bfc\u5411\u7684\u63a8\u7406\u95ee\u9898\u4e2d\uff0c\u4ece\u671f\u671b\u7684\u7ed3\u679c\u51fa\u53d1\uff0c\u9010\u6b65\u5411\u540e\u63a8\u5bfc\uff0c\u627e\u5230\u89e3\u51b3\u95ee\u9898\u7684\u8def\u5f84\u3002\uff08\u4f8b\u5982\uff0c\u300c\u8981\u8fbe\u5230 75 \u7684\u76ee\u6807\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u80fd\u88ab&#8230; \u6574\u9664\u7684\u6570\u5b57\u300d\uff09\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u9009\u62e9\u8fd9\u4e9b\u884c\u4e3a\u662f\u56e0\u4e3a\u5b83\u4eec\u4ee3\u8868\u4e86\u4e0e\u8bed\u8a00\u6a21\u578b\u4e2d\u5e38\u89c1\u7684\u7ebf\u6027\u3001\u5355\u8c03\u63a8\u7406\u6a21\u5f0f\u4e0d\u540c\u7684\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u3002\u8fd9\u4e9b\u884c\u4e3a\u4f7f\u66f4\u52a0\u52a8\u6001\u3001\u7c7b\u4f3c\u641c\u7d22\u7684\u63a8\u7406\u8f68\u8ff9\u6210\u4e3a\u53ef\u80fd\uff0c\u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u975e\u7ebf\u6027\u5730\u6f14\u53d8\u3002\u867d\u7136\u8fd9\u7ec4\u884c\u4e3a\u5e76\u975e\u8be6\u5c3d\u65e0\u9057\uff0c\u4f46\u9009\u62e9\u8fd9\u4e9b\u884c\u4e3a\u662f\u56e0\u4e3a\u5b83\u4eec\u5bb9\u6613\u8bc6\u522b\uff0c\u5e76\u4e14\u81ea\u7136\u5730\u4e0e Countdown \u6e38\u620f\u548c\u66f4\u5e7f\u6cdb\u7684\u6570\u5b66\u63a8\u7406\u4efb\u52a1\uff08\u5982\u8bc1\u660e\u6784\u5efa\uff09\u4e2d\u7684\u4eba\u7c7b\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u76f8\u4e00\u81f4\u3002<\/section>\n<section><\/section>\n<section>\u6bcf\u79cd\u884c\u4e3a\u90fd\u53ef\u4ee5\u901a\u8fc7\u5176\u5728\u63a8\u7406 token \u4e2d\u7684\u6a21\u5f0f\u6765\u8bc6\u522b\u3002\u56de\u6eaf\u88ab\u89c6\u4e3a\u663e\u5f0f\u5426\u5b9a\u5e76\u66ff\u6362\u5148\u524d\u6b65\u9aa4\u7684 token \u5e8f\u5217\uff0c\u9a8c\u8bc1\u4ea7\u751f\u5c06\u7ed3\u679c\u4e0e\u89e3\u51b3\u65b9\u6848\u6807\u51c6\u8fdb\u884c\u6bd4\u8f83\u7684 token\uff0c\u9006\u5411\u601d\u8003\u4ece\u76ee\u6807\u51fa\u53d1\uff0c\u9010\u6b65\u6784\u5efa\u901a\u5f80\u521d\u59cb\u72b6\u6001\u7684\u89e3\u51b3\u65b9\u6848\u8def\u5f84\u7684 token\uff0c\u800c\u5b50\u76ee\u6807\u8bbe\u5b9a\u5219\u663e\u5f0f\u63d0\u51fa\u5728\u901a\u5f80\u6700\u7ec8\u76ee\u6807\u7684\u8def\u5f84\u4e0a\u8981\u7784\u51c6\u7684\u4e2d\u95f4\u6b65\u9aa4\u3002\u7814\u7a76\u8005\u5f00\u53d1\u4e86\u4e00\u4e2a\u4f7f\u7528 GPT-4o-mini \u7684\u5206\u7c7b pipeline\uff0c\u53ef\u9760\u5730\u8bc6\u522b\u6a21\u578b\u8f93\u51fa\u4e2d\u7684\u8fd9\u4e9b\u6a21\u5f0f\u3002<\/section>\n<section><\/section>\n<section><strong>\u521d\u59cb\u884c\u4e3a\u5728\u81ea\u6211\u63d0\u5347\u4e2d\u7684\u4f5c\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u5c06\u8fd9\u4e2a\u6846\u67b6\u5e94\u7528\u4e8e\u521d\u59cb\u5b9e\u9a8c\u63ed\u793a\u4e86\u4e00\u4e2a\u5173\u952e\u6d1e\u5bdf\uff1a<strong>Qwen \u7684\u663e\u8457\u6027\u80fd\u6539\u8fdb\u4e0e\u8ba4\u77e5\u884c\u4e3a\u7684\u51fa\u73b0\u76f8\u543b\u5408\uff0c\u7279\u522b\u662f\u9a8c\u8bc1\u548c\u56de\u6eaf\uff08\u56fe 1\uff08\u4e2d\uff09\uff09\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLlama \u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u51e0\u4e4e\u6ca1\u6709\u8868\u73b0\u51fa\u8fd9\u4e9b\u884c\u4e3a\u7684\u8bc1\u636e\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-168a2926696a3fa2aa547292c613daba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-168a2926696a3fa2aa547292c613daba.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u79cd\u5dee\u5f02\uff0c\u7814\u7a76\u8005\u5206\u6790\u4e86\u4e09\u4e2a\u6a21\u578b\u7684\u57fa\u7ebf\u63a8\u7406\u6a21\u5f0f\uff1aQwen-2.5-3B\u3001Llama-3.2-3B \u548c Llama-3.1-70B\u3002\u5206\u6790\u63ed\u793a\uff0c\u4e0e\u4e24\u79cd Llama \u53d8\u4f53\u76f8\u6bd4\uff0cQwen-2.5-3B \u4ea7\u751f\u5404\u79cd\u884c\u4e3a\u7684\u6bd4\u4f8b\u90fd\u8981\u66f4\u9ad8\uff08\u56fe 4\uff09\u3002\u5c3d\u7ba1\u8f83\u5927\u7684 Llama-3.1-70B \u5728\u8fd9\u4e9b\u884c\u4e3a\u7684\u6fc0\u6d3b\u9891\u7387\u4e0a\u666e\u904d\u9ad8\u4e8e Llama-3.2-3B\uff0c\u4f46\u8fd9\u79cd\u63d0\u5347\u5e76\u4e0d\u5747\u8861 \u2014\u2014 \u7279\u522b\u662f\u56de\u6eaf\u884c\u4e3a\uff0c\u5373\u4fbf\u5728\u66f4\u5927\u7684\u6a21\u578b\u4e2d\uff0c\u5176\u8868\u73b0\u4ecd\u7136\u6709\u9650\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dab633006c62a46560d356d6cd541db2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dab633006c62a46560d356d6cd541db2.png\"><\/a><\/section>\n<section>\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u8868\u660e\u4e24\u4e2a\u6d1e\u5bdf\uff1a<\/section>\n<section><\/section>\n<section>1\u3001\u521d\u59cb\u7b56\u7565\u4e2d\u7684\u67d0\u4e9b\u8ba4\u77e5\u884c\u4e3a\u53ef\u80fd\u662f\u6a21\u578b\u901a\u8fc7\u6269\u5c55\u63a8\u7406\u5e8f\u5217\u6709\u6548\u5229\u7528\u589e\u52a0\u7684\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u6240\u5fc5\u9700\u7684\uff1b<\/section>\n<section>2\u3001\u589e\u52a0\u6a21\u578b\u89c4\u6a21\u53ef\u4ee5\u6539\u5584\u8fd9\u4e9b\u884c\u4e3a\u7684\u4e0a\u4e0b\u6587\u6fc0\u6d3b\u3002\u8fd9\u79cd\u6a21\u5f0f\u5c24\u4e3a\u91cd\u8981\uff0c\u56e0\u4e3a\u5f3a\u5316\u5b66\u4e60\u53ea\u80fd\u653e\u5927\u6210\u529f\u8f68\u8ff9\u4e2d\u51fa\u73b0\u7684\u884c\u4e3a \u2014\u2014 \u4f7f\u8fd9\u4e9b\u521d\u59cb\u884c\u4e3a\u80fd\u529b\u6210\u4e3a\u6709\u6548\u5b66\u4e60\u7684\u5148\u51b3\u6761\u4ef6\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u5e72\u9884\u521d\u59cb\u884c\u4e3a\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u786e\u7acb\u4e86\u57fa\u7840\u6a21\u578b\u4e2d\u8ba4\u77e5\u884c\u4e3a\u7684\u91cd\u8981\u6027\u4e4b\u540e\uff0c\u63a5\u4e0b\u6765\u7814\u7a76\u662f\u5426\u53ef\u4ee5\u901a\u8fc7\u6709\u9488\u5bf9\u6027\u7684\u5e72\u9884\u4eba\u4e3a\u8bf1\u5bfc\u8fd9\u4e9b\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u63d0\u51fa\u7684\u5047\u8bbe\u662f\uff0c\u901a\u8fc7\u5728 RL \u8bad\u7ec3\u524d\u521b\u5efa\u9009\u62e9\u6027\u8868\u73b0\u7279\u5b9a\u8ba4\u77e5\u884c\u4e3a\u7684\u57fa\u7840\u6a21\u578b\u53d8\u4f53\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u54ea\u4e9b\u884c\u4e3a\u6a21\u5f0f\u5bf9\u4e8e\u5b9e\u73b0\u6709\u6548\u5b66\u4e60\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u9996\u5148\u4f7f\u7528 Countdown \u95ee\u9898\u7b56\u5212\u4e86\u4e03\u4e2a\u4e0d\u540c\u7684\u542f\u52a8\u6570\u636e\u96c6\u3002\u5176\u4e2d\u4e94\u4e2a\u6570\u636e\u96c6\u5f3a\u8c03\u4e0d\u540c\u7684\u884c\u4e3a\u7ec4\u5408\uff1a\u6240\u6709\u7b56\u7565\u7ec4\u5408\u3001\u4ec5\u56de\u6eaf\u3001\u56de\u6eaf\u4e0e\u9a8c\u8bc1\u3001\u56de\u6eaf\u4e0e\u5b50\u76ee\u6807\u8bbe\u5b9a\u4ee5\u53ca\u56de\u6eaf\u4e0e\u9006\u5411\u601d\u8003\u3002\u4ed6\u4eec\u4f7f\u7528 Claude-3.5-Sonnet \u751f\u6210\u8fd9\u4e9b\u6570\u636e\u96c6\uff0c\u5229\u7528\u5176\u80fd\u591f\u4ea7\u751f\u5177\u6709\u7cbe\u786e\u6307\u5b9a\u884c\u4e3a\u7279\u5f81\u7684\u63a8\u7406\u8f68\u8ff9\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u6539\u8fdb\u6e90\u4e8e\u7279\u5b9a\u7684\u8ba4\u77e5\u884c\u4e3a\u800c\u975e\u7b80\u5355\u7684\u8ba1\u7b97\u65f6\u95f4\u589e\u52a0\uff0c\u7814\u7a76\u5f15\u5165\u4e86\u4e24\u4e2a\u63a7\u5236\u6761\u4ef6\uff1a\u4e00\u4e2a\u7a7a\u7684\u601d\u7ef4\u94fe\u548c\u4e00\u4e2a\u4e0e\u6240\u6709\u7b56\u7565\u6570\u636e\u96c6\u7684\u6570\u636e\u70b9\u957f\u5ea6\u5339\u914d\u7684\u586b\u5145\u5360\u4f4d\u7b26 token \u7684\u94fe\u3002\u8fd9\u4e9b\u63a7\u5236\u6570\u636e\u96c6\u5e2e\u52a9\u4f5c\u8005\u9a8c\u8bc1\u89c2\u5bdf\u5230\u7684\u4efb\u4f55\u6539\u8fdb\u662f\u5426\u6e90\u4e8e\u7279\u5b9a\u7684\u8ba4\u77e5\u884c\u4e3a\uff0c\u800c\u975e\u7b80\u5355\u7684\u8ba1\u7b97\u65f6\u95f4\u589e\u52a0\u3002\u4f5c\u8005\u8fd8\u521b\u5efa\u4e86\u5168\u7b56\u7565\u6570\u636e\u96c6\u7684\u53d8\u4f53\uff0c\u5176\u4e2d\u4ec5\u5305\u542b\u4e0d\u6b63\u786e\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u540c\u65f6\u4fdd\u6301\u6240\u9700\u7684\u63a8\u7406\u6a21\u5f0f\u3002\u6b64\u53d8\u4f53\u4f7f\u4f5c\u8005\u80fd\u591f\u5c06\u8ba4\u77e5\u884c\u4e3a\u7684\u91cd\u8981\u6027\u4e0e\u89e3\u51b3\u65b9\u6848\u7684\u51c6\u786e\u6027\u533a\u5206\u5f00\u6765\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u4f7f\u7528\u5305\u542b\u56de\u6eaf\u884c\u4e3a\u7684\u6570\u636e\u96c6\u8fdb\u884c\u521d\u59cb\u5316\u65f6\uff0cLlama \u548c Qwen \u90fd\u901a\u8fc7 RL \u8bad\u7ec3\u8868\u73b0\u51fa\u660e\u663e\u7684\u6539\u8fdb\uff08\u56fe 2\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-053f142e149874d9c5966c3f31ef6986.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-053f142e149874d9c5966c3f31ef6986.png\"><\/a><\/section>\n<section>\u884c\u4e3a\u5206\u6790\u8868\u660e\uff0c<strong>RL\u00a0\u4f1a\u9009\u62e9\u6027\u5730\u653e\u5927\u7ecf\u9a8c\u4e0a\u6709\u7528\u7684\u884c\u4e3a\uff0c\u540c\u65f6\u6291\u5236\u5176\u4ed6\u884c\u4e3a<\/strong>\uff08\u56fe 3\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f65cdf07466c5820c3cd7ec004f7e385.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f65cdf07466c5820c3cd7ec004f7e385.png\"><\/a><\/section>\n<section>\u4f8b\u5982\uff0c\u5728\u5168\u7b56\u7565\u6761\u4ef6\u4e0b\uff08\u56fe 1\uff08\u5de6\u4e0b\uff09\uff09\uff0c\u6a21\u578b\u4fdd\u7559\u5e76\u52a0\u5f3a\u56de\u6eaf\u548c\u9a8c\u8bc1\uff0c\u540c\u65f6\u51cf\u5c11\u9006\u5411\u601d\u8003\u548c\u5b50\u76ee\u6807\u8bbe\u5b9a\u3002\u7136\u800c\uff0c\u5f53\u4ec5\u4e0e\u56de\u6eaf\u914d\u5bf9\u65f6\uff0c\u88ab\u6291\u5236\u7684\u884c\u4e3a\uff08\u9006\u5411\u601d\u8003\u548c\u5b50\u76ee\u6807\u8bbe\u5b9a\uff09\u4f1a\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6301\u7eed\u5b58\u5728\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cf65f1fd66b30220a66a203e0d89cb7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cf65f1fd66b30220a66a203e0d89cb7f.png\"><\/a><\/section>\n<section>\u5f53\u7528\u7a7a\u7684\u601d\u7ef4\u94fe\u63a7\u5236\u8fdb\u884c\u542f\u52a8\u65f6\uff0c\u5728\u4e24\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u7684\u6027\u80fd\u90fd\u4e0e\u57fa\u672c Llama \u6a21\u578b\u76f8\u5f53\uff08\u224830-35%\uff1b\u89c1\u56fe 5\uff09\uff0c\u8fd9\u8868\u660e\u4ec5\u4ec5\u5206\u914d\u989d\u5916\u7684 token \u800c\u4e0d\u5305\u542b\u8ba4\u77e5\u884c\u4e3a\u65e0\u6cd5\u6709\u6548\u5229\u7528\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u7a7a\u7684\u601d\u7ef4\u94fe\u8fdb\u884c\u8bad\u7ec3\u4f1a\u4ea7\u751f\u4e0d\u5229\u5f71\u54cd\uff0cQwen \u6a21\u578b\u4f1a\u505c\u6b62\u63a2\u7d22\u884c\u4e3a\u3002\u8fd9\u8868\u660e<strong>\u8fd9\u4e9b\u8ba4\u77e5\u884c\u4e3a\u5bf9\u4e8e\u6a21\u578b\u901a\u8fc7\u66f4\u957f\u7684\u63a8\u7406\u5e8f\u5217\u6709\u6548\u5229\u7528\u6269\u5c55\u8ba1\u7b97\u662f\u7279\u522b\u5fc5\u8981\u7684\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1455f12faa56b37e3d090c0725dcdb85.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-1455f12faa56b37e3d090c0725dcdb85.png\"><\/a><\/section>\n<section>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u7528\u4e0d\u6b63\u786e\u7684\u89e3\u51b3\u65b9\u6848\u542f\u52a8\u4f46\u5177\u6709\u6b63\u786e\u884c\u4e3a\u7684\u6a21\u578b\uff0c\u4e0e\u5728\u5177\u6709\u6b63\u786e\u89e3\u51b3\u65b9\u6848\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5177\u6709\u76f8\u540c\u7684\u6027\u80fd\uff08\u56fe 6\uff09\u3002\u8fd9\u8868\u660e\u8ba4\u77e5\u884c\u4e3a\u5b58\u5728\uff08\u800c\u4e0d\u662f\u83b7\u5f97\u6b63\u786e\u7684\u89e3\u51b3\u65b9\u6848\uff09\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6210\u529f\u5b9e\u73b0\u81ea\u6211\u6539\u8fdb\u7684\u5173\u952e\u56e0\u7d20\u3002\u56e0\u6b64\uff0c\u6765\u81ea\u8f83\u5f31\u6a21\u578b\u7684\u63a8\u7406\u6a21\u5f0f\u53ef\u4ee5\u6709\u6548\u5730\u5f15\u5bfc\u5b66\u4e60\u8fc7\u7a0b\u4ee5\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u8fd9\u8868\u660e<strong>\u8ba4\u77e5\u884c\u4e3a\u7684\u5b58\u5728\u6bd4\u7ed3\u679c\u7684\u6b63\u786e\u6027\u66f4\u91cd\u8981\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0f0eb8ade261ab6926556775dfce1c80.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0f0eb8ade261ab6926556775dfce1c80.png\"><\/a><\/section>\n<section><strong>\u5728\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u9009\u62e9\u6027\u5730\u653e\u5927\u884c\u4e3a<\/strong><\/section>\n<section><\/section>\n<section>\u4e0a\u8ff0\u7ed3\u679c\u8868\u660e\uff0c\u67d0\u4e9b\u8ba4\u77e5\u884c\u4e3a\u5bf9\u4e8e\u81ea\u6211\u5b8c\u5584\u662f\u5fc5\u8981\u7684\u3002\u7136\u800c\uff0c\u4f5c\u8005\u5728\u521d\u59cb\u6a21\u578b\u4e2d\u8bf1\u5bfc\u884c\u4e3a\u7684\u542f\u52a8\u65b9\u6cd5\u662f\u9886\u57df\u7279\u5b9a\u7684\uff0c\u4f9d\u8d56\u4e8e Countdown 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