{"id":37802,"date":"2025-02-04T22:00:55","date_gmt":"2025-02-04T14:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=37802"},"modified":"2025-02-04T22:00:55","modified_gmt":"2025-02-04T14:00:55","slug":"%e5%88%9a%e5%88%9a%ef%bc%8c%e9%98%b6%e8%b7%83%e6%98%9f%e8%be%b0%e5%8f%91%e5%b8%83step-r-mini%ef%bc%81%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e4%bb%8e%e6%ad%a4%e4%b8%8d%e5%86%8d%e6%96%87%e7%90%86%e5%81%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37802","title":{"rendered":"\u521a\u521a\uff0c\u9636\u8dc3\u661f\u8fb0\u53d1\u5e03Step R-mini\uff01\u63a8\u7406\u6a21\u578b\u4ece\u6b64\u4e0d\u518d\u6587\u7406\u504f\u79d1"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u521a\u521a\uff0c\u9636\u8dc3\u661f\u8fb0\u53d1\u5e03Step R-mini\uff01\u63a8\u7406\u6a21\u578b\u4ece\u6b64\u4e0d\u518d\u6587\u7406\u504f\u79d1<\/a><\/p>\n

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\u8fd9\u662f\u9636\u8dc3\u661f\u8fb0 Step \u7cfb\u5217\u6a21\u578b\u5bb6\u65cf\u7684\u9996\u4e2a\u63a8\u7406\u6a21\u578b\u3002<\/section>\n<\/section>\n<\/blockquote>\n
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\u7c7b\u4f3c OpenAI o1 \u7684\u63a8\u7406\u6a21\u578b\u5728\u56fd\u5185\u7ec8\u4e8e\u5377\u8d77\u6765\u4e86\u3002<\/section>\n
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\u521a\u521a\uff0c\u56fd\u4ea7\u5927\u6a21\u578b\u300c\u516d\u5c0f\u864e\u300d\u6210\u5458\u9636\u8dc3\u661f\u8fb0\u53d1\u5e03\u4e86\u6700\u65b0\u4e00\u4ee3\u6a21\u578b \u2014\u2014Step Reasoner mini\uff08\u7b80\u79f0\u300cStep R-mini\u300d\uff09\u3002\u8fd9\u662f\u9636\u8dc3\u661f\u8fb0 Step \u7cfb\u5217\u6a21\u578b\u5bb6\u65cf\u7684\u9996\u4e2a\u63a8\u7406\u6a21\u578b\u3002<\/section>\n
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\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/yuewen.cn<\/section>\n
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\u65b0\u6a21\u578b\u64c5\u957f\u4e3b\u52a8\u8fdb\u884c\u89c4\u5212\u3001\u5c1d\u8bd5\u548c\u53cd\u601d\uff0c\u80fd\u901a\u8fc7\u6162\u601d\u8003\u548c\u53cd\u590d\u9a8c\u8bc1\u7684\u903b\u8f91\u673a\u5236\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u51c6\u786e\u53ef\u9760\u7684\u56de\u590d\u3002<\/section>\n
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\u800c\u4e14\uff0c\u5b83\u65e2\u64c5\u957f\u901a\u8fc7\u8d85\u957f\u63a8\u7406\u80fd\u529b\uff0c\u89e3\u51b3\u903b\u8f91\u63a8\u7406\u3001\u4ee3\u7801\u548c\u6570\u5b66\u7b49\u590d\u6742\u95ee\u9898\uff0c\u4e5f\u80fd\u517c\u987e\u6587\u5b66\u521b\u4f5c\u7b49\u901a\u7528\u9886\u57df\u3002\u6216\u8005\u6309\u9636\u8dc3\u661f\u8fb0\u81ea\u5df1\u7684\u8bf4\u6cd5\u662f\u300c\u6587\u7406\u517c\u4fee\u300d\u3002<\/section>\n
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\u6839\u636e\u9636\u8dc3\u661f\u8fb0\u516c\u5e03\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\uff0cStep R-mini \u5728 AIME 2024 \u548c Math500 \u8fd9\u4e24\u4e2a\u6570\u5b66\u57fa\u51c6\u4e0a\u5747\u8fbe\u5230\u4e86 SOTA \u6c34\u5e73\uff0c\u5176\u4e2d\u5728 Math500 \u4e0a\u66f4\u662f\u6bd4 o1-mini \u8fd8\u591a 2 \u5206\u3002Step Reasoner mini \u5199\u4ee3\u7801\u7684\u80fd\u529b\u4e5f\u5f88\u4e0d\u9519\uff1a\u5728 LiveCodeBench \u4ee3\u7801\u4efb\u52a1\u4e0a\u8d85\u8fc7\u4e86 o1-preview\u3002<\/section>\n
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\u8fd9\u4e00\u5207\u662f\u600e\u4e48\u505a\u5230\u7684\u5462\uff1f\u673a\u5668\u4e4b\u5fc3\u4ece\u9636\u8dc3\u661f\u8fb0\u76f8\u5173\u4eba\u58eb\u4e86\u89e3\u5230\uff0c\u65b0\u6a21\u578b\u7684\u300cRL\u300d\u542b\u91cf\u5f88\u9ad8\uff0c\u56e0\u6b64\u6cdb\u5316\u6027\u6bd4\u8f83\u597d\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5728\u6570\u636e\u8d28\u91cf\u3001\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u3001\u6a21\u578b\u5927\u5c0f\u7b49\u591a\u4e2a\u65b9\u9762\u8fdb\u884c\u4e86 scaling\uff0c\u518d\u6b21\u9a8c\u8bc1\u4e86 Scaling Law \u7684\u6709\u6548\u6027\u3002<\/section>\n
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\u9664\u4e86\u8bed\u8a00\u63a8\u7406\u6a21\u578b\uff0c\u4ed6\u4eec\u4e5f\u5728\u6253\u9020\u80fd\u591f\u8fdb\u884c\u591a\u6a21\u6001\u63a8\u7406\u7684\u89c6\u89c9\u63a8\u7406\u6a21\u578b\u3002\u800c\u4e14\u76f8\u5173\u4eba\u58eb\u5f3a\u8c03\u8bf4\uff0c\u8fd9\u4e2a\u591a\u6a21\u6001\u63a8\u7406\u6a21\u578b\u300c\u662f\u771f\u7684\u5728\u89c6\u89c9\u9886\u57df\u7684\u63a8\u7406\u300d\uff0c\u5373\u5728\u56fe\u4e0a\u8fdb\u884c\u63a8\u7406\uff0c\u300c\u800c\u4e0d\u4ec5\u4ec5\u662f\u770b\u7740\u56fe\u5374\u53ea\u5728\u6587\u5b57\u9886\u57df\u7684\u63a8\u7406\u300d\u3002<\/section>\n
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\u770b\u6765\uff0c\u9636\u8dc3\u661f\u8fb0\u5728\u81ea\u5df1\u7684\u8def\u7ebf\u56fe\u4e0a\u53c8\u5f80\u524d\u8fc8\u4e86\u4e00\u6b65\u3002<\/section>\n
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Step Reasoner mini \u662f\u5982\u4f55\u70bc\u6210\u7684\uff1f<\/strong><\/section>\n
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\u6839\u636e\u9636\u8dc3\u661f\u8fb0\u7684\u4ecb\u7ecd\uff0cStep R-mini \u7684\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u9075\u5faa\u4e86\u5f53\u524d\u4e3b\u6d41\u7684\u63a8\u7406\u6a21\u578b\u5f00\u53d1\u8303\u5f0f\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u901a\u8fc7\u5728\u63a8\u7406\u9636\u6bb5\u589e\u52a0\u8ba1\u7b97\u91cf\uff0c\u5e76\u7ed3\u5408\u601d\u7ef4\u94fe\u7b49\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u300c\u6162\u601d\u8003\u300d\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u6027\u8fdb\u884c\u4e3b\u52a8\u89c4\u5212\u3001\u5c1d\u8bd5\u548c\u53cd\u601d\uff0c\u4ece\u800c\u901a\u8fc7\u53cd\u590d\u9a8c\u8bc1\u7684\u903b\u8f91\u673a\u5236\uff0c\u63d0\u4f9b\u51c6\u786e\u4e14\u53ef\u9760\u7684\u53cd\u9988\u3002<\/section>\n
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\u9636\u8dc3\u661f\u8fb0\u8868\u793a\uff0cStep Reasoner mini \u6700\u5927\u7684\u4eae\u70b9\u4e4b\u4e00\u662f\u5b9e\u73b0\u4e86\u300c\u6587\u7406\u517c\u4fee\u300d\u3002\u5177\u4f53\u6765\u8bf4\uff0cStep Reasoner mini \u9664\u4e86\u80fd\u51c6\u786e\u89e3\u7b54\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u63a8\u7406\u95ee\u9898\uff0c\u8fd8\u80fd\u5bcc\u6709\u521b\u610f\u5730\u5b8c\u6210\u6587\u5b66\u5185\u5bb9\u521b\u4f5c\u548c\u65e5\u5e38\u804a\u5929\u7684\u4efb\u52a1\u3002\u8fd9\u4e00\u5207\u662f\u901a\u8fc7\u5927\u89c4\u6a21\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u5e76\u4f7f\u7528 On-Policy\uff08\u540c\u7b56\u7565\uff09\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6765\u5b9e\u73b0\u7684\u3002<\/section>\n
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\u6b64\u5916\uff0c\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u4e5f\u79bb\u4e0d\u5f00\u9636\u8dc3\u661f\u8fb0\u5bf9 Scaling Law \u539f\u5219\u7684\u575a\u6301\u3002\u8fd9\u5305\u62ec\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/section>\n
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    \n
  1. \n
    Scaling \u5f3a\u5316\u5b66\u4e60\uff1a\u4ece\u6a21\u4eff\u5b66\u4e60\u5230\u5f3a\u5316\u5b66\u4e60\uff0c\u4ece\u4eba\u7c7b\u504f\u597d\u5230\u73af\u5883\u53cd\u9988\uff0c\u9636\u8dc3\u661f\u8fb0\u575a\u6301 Scaling \u5f3a\u5316\u8bad\u7ec3\uff0c\u4ee5\u5f3a\u5316\u5b66\u4e60\u4e3a\u6a21\u578b\u8fed\u4ee3\u7684\u6838\u5fc3\u8bad\u7ec3\u9636\u6bb5\u3002<\/section>\n<\/li>\n
  2. \n
    Scaling \u6570\u636e\u8d28\u91cf\uff1a\u6570\u636e\u8d28\u91cf\u662f\u91cd\u4e2d\u4e4b\u91cd\u3002\u5728\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u9636\u8dc3\u661f\u8fb0\u6301\u7eed\u6269\u5927\u6570\u636e\u5206\u5e03\u4e0e\u89c4\u6a21\uff0c\u4e3a\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u63d0\u4f9b\u575a\u5b9e\u4fdd\u969c\u3002<\/section>\n<\/li>\n
  3. \n
    Scaling Test-Time Compute\uff1a\u575a\u5b9a\u6267\u884c Training-Time Scaling \u7684\u540c\u65f6\uff0c\u4ea6\u517c\u987e Test-Time Scaling\u3002\u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u9636\u8dc3\u661f\u8fb0\u53d1\u73b0\uff0cSystem 2 \u8303\u5f0f\u80fd\u8ba9 Step Reasoner mini \u5728\u6781\u590d\u6742\u4efb\u52a1\u63a8\u7406\u4e0a\u8fbe\u5230 50,000 \u89c4\u6a21\u7684\u601d\u8003 token\uff0c\u8fdb\u800c\u5b9e\u73b0\u6df1\u5ea6\u601d\u8003\u3002<\/section>\n<\/li>\n
  4. \n
    Scaling \u6a21\u578b\u5927\u5c0f\uff1a\u8fd9\u662f\u6700\u7ecf\u5178\u7684 Scaling \u65b9\u5f0f\u3002\u9636\u8dc3\u661f\u8fb0\u8868\u793a\uff0c\u575a\u6301\u6a21\u578b\u5927\u5c0f Scaling \u4ecd\u7136\u662f System-2 \u7684\u6838\u5fc3\uff0c\u5df2\u7ecf\u5728\u5f00\u53d1\u66f4\u667a\u80fd\u3001\u66f4\u901a\u7528\u3001\u7efc\u5408\u80fd\u529b\u66f4\u5f3a\u7684 Step Reasoner \u63a8\u7406\u6a21\u578b\u3002<\/section>\n<\/li>\n<\/ol>\n
    <\/section>\n
    \u4e00\u624b\u5b9e\u6d4b\u6548\u679c\u5982\u4f55\uff1f<\/strong><\/section>\n
    <\/section>\n
    \u65e2\u7136 Step Reasoner mini \u5ba3\u79f0\u300c\u6587\u7406\u517c\u4fee\u300d\uff0c\u6211\u4eec\u9996\u5148\u5c31\u7528\u4e00\u4e2a\u6587\u7406\u878d\u5408\u7684\u9898\u76ee\u6765\u8003\u6821\u5b83\u4e00\u756a\uff1a\u300a\u68a6\u6e38\u5929\u59e5\u541f\u7559\u522b\u300b\u4e2d\uff0c\u4e00\u4e2a\u6570\u4e0e\u5176\u500d\u6570\u5728\u540c\u4e00\u53e5\u7684\u662f\u54ea\u4e00\u53e5\uff1f\u95ee\u9898\u4e0d\u96be\uff0c\u4f46\u8fd9\u65e2\u9700\u8981 AI \u8bb0\u5f97\u5e76\u7406\u89e3\u53e4\u8bd7\u8bcd\uff0c\u8fd8\u9700\u8981\u5b83\u61c2\u5f97\u57fa\u672c\u7684\u7b97\u672f\u3002\u867d\u7136\u5f88\u591a\u4eba\u8ba4\u4e3a\u7b54\u6848\u5e94\u8be5\u662f\u300c\u5929\u53f0\u56db\u4e07\u516b\u5343\u4e08\uff0c\u5bf9\u6b64\u6b32\u5012\u4e1c\u5357\u503e\u3002\u300d\u4f46\u662f\u5176\u5b9e\u56db\u4e07\u516b\u5343\u662f\u4e00\u4e2a\u5355\u72ec\u7684\u6570\uff0c\u8fd9\u4e00\u53e5\u4e2d\u4e5f\u6ca1\u6709\u5176\u500d\u6570\uff0c\u56e0\u6b64\u8fd9\u53e5\u5e76\u4e0d\u7b97\u3002\u800c Step Reasoner mini \u4e5f\u5728\u63a8\u7406\u601d\u8003\u4e2d\u786e\u8ba4\u4e86\u8fd9\u4e00\u70b9\uff0c\u5e76\u6700\u7ec8\u627e\u5230\u4e86\u6b63\u786e\u7b54\u6848\uff1a\u300c\u5343\u5ca9\u4e07\u8f6c\u8def\u4e0d\u5b9a\u300d\u3002<\/section>\n
    <\/a><\/section>\n
    \u4e0b\u9762\u6765\u770b\u4e00\u9053 2024 \u5e74\u7684\u9ad8\u8003\u6570\u5b66\u9898\uff1a<\/section>\n
    <\/a><\/section>\n
    \u53ef\u4ee5\u770b\u5230\uff0cStep Reasoner mini \u8fdb\u884c\u4e86\u4e00\u756a\u601d\u8003\u540e\u5f97\u5230\u4e86\u6b63\u786e\u7b54\u6848\u3002\u540c\u6837\u53ef\u4ee5\u770b\u5230\uff0c\u8be5\u6a21\u578b\u5728\u7b2c\u4e00\u8f6e\u601d\u8003\u5f97\u5230\u7b54\u6848\u4e4b\u540e\u4f1a\u518d\u6267\u884c\u4e24\u8f6e\u601d\u8003\uff0c\u4ee5\u9a8c\u8bc1\u7b54\u6848\u7684\u6b63\u786e\u6027\u3002\u5b9e\u6d4b\u4e2d\u6211\u4eec\u53d1\u73b0\uff0c\u5982\u679c\u7b2c\u4e00\u8f6e\u548c\u7b2c\u4e8c\u8f6e\u7684\u7b54\u6848\u4e0d\u4e00\u81f4\uff0cStep Reasoner mini \u8fd8\u4f1a\u6301\u7eed\u8fdb\u884c\u591a\u8f6e\u601d\u8003\uff0c\u76f4\u5230\u5f97\u5230\u6b63\u786e\u7b54\u6848\u3002<\/section>\n
    <\/a><\/section>\n
    \u63a5\u4e0b\u6765\u4e0a\u4e00\u9053\u903b\u8f91\u63a8\u7406\u9898\uff1a<\/section>\n
    <\/a><\/section>\n
    \u53ef\u4ee5\u770b\u5230\uff0cStep Reasoner mini \u7cfb\u7edf\u5730\u6574\u7406\u4e86\u9898\u76ee\u4e2d\u51e0\u4e2a\u4eba\u7684\u5173\u7cfb\uff0c\u5e76\u5c06\u6700\u7ec8\u7b54\u6848\u4ee5\u975e\u5e38\u6e05\u6670\u7684\u5f62\u5f0f\u5448\u73b0\u4e86\u51fa\u6765\u3002<\/section>\n
    <\/a><\/section>\n
    \u5355\u7eaf\u7684\u300c\u6587\u79d1\u300d\u4efb\u52a1\u5462\uff1f\u6bd4\u5982\u5982\u679c\u8981\u6c42\u6a21\u578b\u9738\u6c14\u5730\u7ffb\u8bd1\u300cI’m not in danger,I’m the danger.\u300d\u5b83\u4f1a\u600e\u4e48\u5904\u7406\uff1f\u7ed3\u679c\u53d1\u73b0\uff0cStep Reasoner mini \u7ecf\u8fc7\u591a\u6b21\u5c1d\u8bd5\uff0c\u6700\u7ec8\u627e\u5230\u4e86\u4e00\u4e2a\u76f8\u5f53\u9738\u6c14\u7684\u8bd1\u6cd5\uff1a\u300c\u6211\u975e\u4f46\u65e0\u9669\uff0c\u6211\u5c31\u662f\u90a3\u9669\u9014\u3002\u300d\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u5b83\u8fd8\u5728\u601d\u8003\u8fc7\u7a0b\u4e2d\u5f15\u7ecf\u636e\u5178\uff0c\u53c2\u8003\u4e86\u300a\u9ed1\u6697\u9a91\u58eb\u300b\u4e2d\u7684\u7c7b\u4f3c\u53f0\u8bcd\u3002<\/section>\n
    <\/a><\/section>\n
    \u53e6\u5916\uff0c\u6211\u4eec\u77e5\u9053\uff0c\u6700\u8fd1\u5c0f\u7ea2\u4e66\u6d8c\u5165\u4e86\u5927\u91cf\u5916\u56fd\u7f51\u53cb\uff0c\u4ed6\u4eec\u7684\u4e00\u5927\u9700\u6c42\u4fbf\u662f\u8d77\u4e2d\u6587\u540d\u3002\u300c\u6587\u7406\u517c\u4fee\u300d\u7684 Step Reasoner mini \u80fd\u5e2e\u52a9\u4ed6\u4eec\u5417\uff1f<\/section>\n
    <\/a><\/section>\n
    \u53ef\u4ee5\u770b\u5230\uff0c\u5bf9\u4e8e\u82f1\u8bed\u95ee\u9898\uff0cStep Reasoner mini \u80fd\u6d41\u7545\u5730\u5207\u6362\u6210\u82f1\u8bed\u601d\u8003\u6a21\u5f0f\uff0c\u540c\u65f6\u8fd8\u80fd\u5728\u5176\u4e2d\u7a7f\u63d2\u5bf9\u6c49\u8bed\u542b\u4e49\u7684\u601d\u8003\u3002\u81f3\u4e8e\u6700\u7ec8\u5f97\u5230\u7684\u540d\u5b57\u300c\u661f\u8389\u300d\uff0c\u611f\u89c9\u8fd8\u662f\u4e0d\u9519\u7684\u3002<\/section>\n
    <\/a><\/section>\n
    \u5f69\u86cb\uff1a\u89c6\u89c9\u63a8\u7406\u6a21\u578b\u4e5f\u5728\u8def\u4e0a\u4e86<\/strong><\/section>\n
    <\/section>\n
    \u4ece\u4eca\u5929\u516c\u5e03\u7684\u6d88\u606f\u6765\u770b\uff0c\u9664\u4e86\u8bed\u8a00\u63a8\u7406\u6a21\u578b\uff0c\u9636\u8dc3\u661f\u8fb0\u8fd8\u653e\u51fa\u4e86\u4e00\u4e2a\u5c0f\u5f69\u86cb\uff1a\u6b63\u5728\u6253\u9020\u89c6\u89c9\u63a8\u7406\u6a21\u578b\uff0c\u5c06\u63a8\u7406\u80fd\u529b\u878d\u5165\u66f4\u591a\u4ea4\u4e92\u5f62\u6001\u7684\u5927\u6a21\u578b\u4e2d\u3002<\/section>\n
    <\/section>\n
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    <\/section>\n
    \u6548\u679c\u5982\u4f55\uff1f\u770b\u5c55\u793a\uff1a<\/section>\n
    <\/section>\n
    1. \u89e3\u7b54\u56fe\u4e2d\u7684\u9898\u76ee<\/section>\n
    <\/a><\/section>\n
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